diff --git a/docs/src/mpc/inputs.md b/docs/src/mpc/inputs.md index c06616b5e..764dad39d 100644 --- a/docs/src/mpc/inputs.md +++ b/docs/src/mpc/inputs.md @@ -132,7 +132,7 @@ Here is a more complex `MPCScenario`, which is used in [MPC Examples](@ref): "monthly_demand_rates": [10.0], "monthly_previous_peak_demands": [98.0], "tou_demand_rates": [0.0, 15.0], - "tou_demand_time_steps": [ + "tou_demand_ratchet_time_steps": [ [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16, 17, 18, 19, 20, 21, 22, 23, 24] ], @@ -172,14 +172,75 @@ REopt.MPCFinancial REopt.MPCPV ``` +## MPCWind +```@docs +REopt.MPCWind +``` + ## MPCGenerator ```@docs REopt.MPCGenerator ``` +## MPCElectrolyzer +```@docs +REopt.MPCElectrolyzer +``` + +## MPCCompressor +```@docs +REopt.MPCCompressor +``` + +## MPCHydrogenStorage +```@docs +REopt.MPCHydrogenStorage +``` + +## MPCFuelCell +```@docs +REopt.MPCFuelCell +``` + +## MPCHydrogenLoad +```@docs +REopt.MPCHydrogenLoad +``` + +## MPCProcessHeatLoad +```@docs +REopt.MPCProcessHeatLoad +``` + +## MPCElectricHeater +```@docs +REopt.MPCElectricHeater +``` + +## MPCHighTempThermalStorage +```@docs +REopt.MPCHighTempThermalStorage +``` + ## MPCSettings The MPCSettings is the same as the [Settings](@ref). +## ElectricUtility +MPC uses the standard [ElectricUtility](@ref) struct. +```@docs +REopt.ElectricUtility +``` + +## Settings +MPC uses the standard [Settings](@ref) struct. +```@docs +REopt.Settings +``` + +## Site +```@docs +REopt.MPCSite +``` ## MPCLimits ```@docs diff --git a/docs/src/mpc/outputs.md b/docs/src/mpc/outputs.md index 7459fd0c5..7e3155645 100644 --- a/docs/src/mpc/outputs.md +++ b/docs/src/mpc/outputs.md @@ -3,19 +3,14 @@ REopt.mpc_results ``` -## MPC ElectricStorage outputs -```@docs -REopt.add_electric_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) -``` - -## MPC HotThermalStorage outputs +## MPC ElectricLoad outputs ```@docs -REopt.add_hot_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) +REopt.add_electric_load_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) ``` -## MPC ColdThermalStorage outputs +## MPC ElectricStorage outputs ```@docs -REopt.add_cold_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) +REopt.add_electric_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) ``` ## MPC ElectricTariff outputs @@ -33,8 +28,52 @@ REopt.add_electric_utility_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) REopt.add_pv_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) ``` +## MPC Wind outputs +```@docs +REopt.add_wind_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + ## MPC Generator outputs ```@docs REopt.add_generator_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) ``` +## MPC HydrogenLoad outputs +```@docs +REopt.add_hydrogen_load_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC Electrolyzer outputs +```@docs +REopt.add_electrolyzer_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC Compressor outputs +```@docs +REopt.add_compressor_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC HydrogenStorage outputs +```@docs +REopt.add_hydrogen_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) +``` + +## MPC FuelCell outputs +```@docs +REopt.add_fuel_cell_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC HeatingLoad outputs +```@docs +REopt.add_heating_load_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC ElectricHeater outputs +```@docs +REopt.add_electric_heater_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict) +``` + +## MPC HighTempThermalStorage outputs +```@docs +REopt.add_high_temp_storage_results(::JuMP.AbstractModel, ::MPCInputs, ::Dict, ::String) +``` \ No newline at end of file diff --git a/docs/src/reopt/inputs.md b/docs/src/reopt/inputs.md index a3f2558a0..fa4e5230f 100644 --- a/docs/src/reopt/inputs.md +++ b/docs/src/reopt/inputs.md @@ -132,6 +132,11 @@ REopt.Boiler REopt.HotThermalStorageDefaults ``` +## HighTempThermalStorage +```@docs +REopt.HighTempThermalStorageDefaults +``` + ## ColdThermalStorage ```@docs REopt.ColdThermalStorageDefaults @@ -176,3 +181,28 @@ REopt.ElectricHeater ```@docs REopt.ASHP ``` + +## HydrogenLoad +```@docs +REopt.## HydrogenLoad +``` + +## Electrolyzer +```@docs +REopt.Electrolyzer +``` + +## Compressor +```@docs +REopt.Compressor +``` + +## HydrogenStorage +```@docs +REopt.HydrogenStorage +``` + +## FuelCell +```@docs +REopt.FuelCell +``` \ No newline at end of file diff --git a/docs/src/reopt/outputs.md b/docs/src/reopt/outputs.md index 85f0915fa..7eb8cf752 100644 --- a/docs/src/reopt/outputs.md +++ b/docs/src/reopt/outputs.md @@ -45,6 +45,11 @@ REopt.add_electric_storage_results(::JuMP.AbstractModel, ::REoptInputs, ::Dict, REopt.add_hot_storage_results(::JuMP.AbstractModel, ::REoptInputs, ::Dict, ::String) ``` +## HighTempThermalStorage outputs +```@docs +REopt.add_high_temp_storage_results(::JuMP.AbstractModel, ::REoptInputs, ::Dict, ::String) +``` + ## ColdThermalStorage outputs ```@docs REopt.add_cold_storage_results(::JuMP.AbstractModel, ::REoptInputs, ::Dict, ::String) @@ -98,4 +103,29 @@ REopt.add_flexible_hvac_results ## SteamTurbine outputs ```@docs REopt.add_steam_turbine_results +``` + +## HydrogenLoad outputs +```@docs +REopt.add_hydrogen_load_results +``` + +## Electrolyzer outputs +```@docs +REopt.add_electrolyzer_results +``` + +## Compressor outputs +```@docs +REopt.add_compressor_results +``` + +## HydrogenStorage outputs +```@docs +REopt.add_hydrogen_storage_results +``` + +## FuelCell outputs +```@docs +REopt.add_fuel_cell_results ``` \ No newline at end of file diff --git a/src/REopt.jl b/src/REopt.jl index 8aa8ccfca..65737a5cb 100644 --- a/src/REopt.jl +++ b/src/REopt.jl @@ -17,6 +17,10 @@ export run_mpc, build_mpc!, backup_reliability, + shift_gen_storage_prob_matrix!, + backup_reliability_reopt_inputs, + get_maximum_generation, + storage_leakage!, get_chp_defaults_prime_mover_size_class, get_steam_turbine_defaults_size_class, simulated_load, @@ -121,9 +125,14 @@ include("core/wind.jl") include("core/energy_storage/storage.jl") include("core/energy_storage/electric_storage.jl") include("core/energy_storage/thermal_storage.jl") +include("core/energy_storage/hydrogen_storage.jl") +include("core/electrolyzer.jl") +include("core/compressor.jl") +include("core/fuel_cell.jl") include("core/generator.jl") include("core/doe_commercial_reference_building_loads.jl") include("core/electric_load.jl") +include("core/hydrogen_load.jl") include("core/existing_boiler.jl") include("core/boiler.jl") include("core/existing_chiller.jl") @@ -163,6 +172,7 @@ include("constraints/ghp_constraints.jl") include("constraints/steam_turbine_constraints.jl") include("constraints/renewable_energy_constraints.jl") include("constraints/emissions_constraints.jl") +include("constraints/hydrogen_constraints.jl") include("mpc/structs.jl") include("mpc/scenario.jl") @@ -193,6 +203,11 @@ include("results/flexible_hvac.jl") include("results/ghp.jl") include("results/steam_turbine.jl") include("results/electric_heater.jl") +include("results/hydrogen_load.jl") +include("results/hydrogen_storage.jl") +include("results/electrolyzer.jl") +include("results/compressor.jl") +include("results/fuel_cell.jl") include("results/ashp.jl") include("core/reopt.jl") diff --git a/src/constraints/electric_utility_constraints.jl b/src/constraints/electric_utility_constraints.jl index 88b0f7a82..e2c66ba71 100644 --- a/src/constraints/electric_utility_constraints.jl +++ b/src/constraints/electric_utility_constraints.jl @@ -270,7 +270,9 @@ function add_simultaneous_export_import_constraint(m, p; _n="") @constraint(m, NoGridPurchasesBinary[ts in p.time_steps], m[Symbol("binNoGridPurchases"*_n)][ts] => { sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) + - sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) <= 0 + sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + m[Symbol("dvGridToCompressor"*_n)][ts] <= 0 } ) @constraint(m, ExportOnlyAfterSiteLoadMetCon[ts in p.time_steps], @@ -282,7 +284,9 @@ function add_simultaneous_export_import_constraint(m, p; _n="") bigM_hourly_load = maximum(p.s.electric_load.loads_kw)+maximum(p.s.space_heating_load.loads_kw)+maximum(p.s.process_heat_load.loads_kw)+maximum(p.s.dhw_load.loads_kw)+maximum(p.s.cooling_load.loads_kw_thermal) @constraint(m, NoGridPurchasesBinary[ts in p.time_steps], sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) + - sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) <= bigM_hourly_load*(1-m[Symbol("binNoGridPurchases"*_n)][ts]) + sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + m[Symbol("dvGridToCompressor"*_n)][ts] <= bigM_hourly_load*(1-m[Symbol("binNoGridPurchases"*_n)][ts]) ) @constraint(m, ExportOnlyAfterSiteLoadMetCon[ts in p.time_steps], sum(m[Symbol("dvProductionToGrid"*_n)][t,u,ts] for t in p.techs.elec, u in p.export_bins_by_tech[t]) <= bigM_hourly_load * m[Symbol("binNoGridPurchases"*_n)][ts] diff --git a/src/constraints/emissions_constraints.jl b/src/constraints/emissions_constraints.jl index 5d8995aef..bebdef3eb 100644 --- a/src/constraints/emissions_constraints.jl +++ b/src/constraints/emissions_constraints.jl @@ -22,28 +22,39 @@ end function add_yr1_emissions_calcs(m,p) # Components: - m[:yr1_emissions_onsite_fuel_lbs_CO2], m[:yr1_emissions_onsite_fuel_lbs_NOx], - m[:yr1_emissions_onsite_fuel_lbs_SO2], m[:yr1_emissions_onsite_fuel_lbs_PM25] = + yr1_emissions_onsite_fuel_series_lbs_CO2, yr1_emissions_onsite_fuel_series_lbs_NOx, + yr1_emissions_onsite_fuel_series_lbs_SO2, yr1_emissions_onsite_fuel_series_lbs_PM25 = calc_yr1_emissions_from_onsite_fuel(m,p; tech_array=p.techs.fuel_burning) - m[:yr1_emissions_from_elec_grid_lbs_CO2], m[:yr1_emissions_from_elec_grid_lbs_NOx], - m[:yr1_emissions_from_elec_grid_lbs_SO2], m[:yr1_emissions_from_elec_grid_lbs_PM25] = + yr1_emissions_from_elec_grid_series_lbs_CO2, yr1_emissions_from_elec_grid_series_lbs_NOx, + yr1_emissions_from_elec_grid_series_lbs_SO2, yr1_emissions_from_elec_grid_series_lbs_PM25 = calc_yr1_emissions_from_elec_grid_purchase(m, p) - yr1_emissions_offset_from_elec_exports_lbs_CO2, - yr1_emissions_offset_from_elec_exports_lbs_NOx, - yr1_emissions_offset_from_elec_exports_lbs_SO2, - yr1_emissions_offset_from_elec_exports_lbs_PM25 = + yr1_emissions_offset_from_elec_exports_series_lbs_CO2, + yr1_emissions_offset_from_elec_exports_series_lbs_NOx, + yr1_emissions_offset_from_elec_exports_series_lbs_SO2, + yr1_emissions_offset_from_elec_exports_series_lbs_PM25 = calc_yr1_emissions_offset_from_elec_exports(m, p) - m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_CO2] = (m[:yr1_emissions_from_elec_grid_lbs_CO2] - - yr1_emissions_offset_from_elec_exports_lbs_CO2) - m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_NOx] = (m[:yr1_emissions_from_elec_grid_lbs_NOx] - - yr1_emissions_offset_from_elec_exports_lbs_NOx) - m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_SO2] = (m[:yr1_emissions_from_elec_grid_lbs_SO2] - - yr1_emissions_offset_from_elec_exports_lbs_SO2) - m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_PM25] = (m[:yr1_emissions_from_elec_grid_lbs_PM25] - - yr1_emissions_offset_from_elec_exports_lbs_PM25) + m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_CO2] = @expression(m, [ts in p.time_steps], + yr1_emissions_from_elec_grid_series_lbs_CO2[ts] - yr1_emissions_offset_from_elec_exports_series_lbs_CO2[ts]) + m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_NOx] = @expression(m, [ts in p.time_steps], + yr1_emissions_from_elec_grid_series_lbs_NOx[ts] - yr1_emissions_offset_from_elec_exports_series_lbs_NOx[ts]) + m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_SO2] = @expression(m, [ts in p.time_steps], + yr1_emissions_from_elec_grid_series_lbs_SO2[ts] - yr1_emissions_offset_from_elec_exports_series_lbs_SO2[ts]) + m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_PM25] = @expression(m, [ts in p.time_steps], + yr1_emissions_from_elec_grid_series_lbs_PM25[ts] - yr1_emissions_offset_from_elec_exports_series_lbs_PM25[ts]) + + # Summed variables + m[:yr1_emissions_onsite_fuel_lbs_CO2] = @expression(m, sum(yr1_emissions_onsite_fuel_series_lbs_CO2[ts] for ts in p.time_steps)) + m[:yr1_emissions_onsite_fuel_lbs_NOx] = @expression(m, sum(yr1_emissions_onsite_fuel_series_lbs_NOx[ts] for ts in p.time_steps)) + m[:yr1_emissions_onsite_fuel_lbs_SO2] = @expression(m, sum(yr1_emissions_onsite_fuel_series_lbs_SO2[ts] for ts in p.time_steps)) + m[:yr1_emissions_onsite_fuel_lbs_PM25] = @expression(m, sum(yr1_emissions_onsite_fuel_series_lbs_PM25[ts] for ts in p.time_steps)) + + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_CO2] = @expression(m, sum(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_CO2][ts] for ts in p.time_steps)) + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_NOx] = @expression(m, sum(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_NOx][ts] for ts in p.time_steps)) + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_SO2] = @expression(m, sum(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_SO2][ts] for ts in p.time_steps)) + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_PM25] = @expression(m, sum(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_PM25][ts] for ts in p.time_steps)) m[:EmissionsYr1_Total_LbsCO2] = m[:yr1_emissions_onsite_fuel_lbs_CO2] + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_CO2] m[:EmissionsYr1_Total_LbsNOx] = m[:yr1_emissions_onsite_fuel_lbs_NOx] + m[:yr1_emissions_from_elec_grid_net_if_selected_lbs_NOx] @@ -65,22 +76,22 @@ Function to calculate annual emissions from onsite fuel consumption. account for expected operations during modeled outages (time_steps_without_grid is empty) """ function calc_yr1_emissions_from_onsite_fuel(m,p; tech_array=p.techs.fuel_burning) # also run this with p.techs.boiler - yr1_emissions_onsite_fuel_lbs_CO2 = @expression(m,p.hours_per_time_step* - sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_CO2[t] for t in tech_array, ts in p.time_steps)) + yr1_emissions_onsite_fuel_series_lbs_CO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_CO2[t] for t in tech_array)) - yr1_emissions_onsite_fuel_lbs_NOx = @expression(m,p.hours_per_time_step* - sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_NOx[t] for t in tech_array, ts in p.time_steps)) + yr1_emissions_onsite_fuel_series_lbs_NOx = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_NOx[t] for t in tech_array)) - yr1_emissions_onsite_fuel_lbs_SO2 = @expression(m,p.hours_per_time_step* - sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_SO2[t] for t in tech_array, ts in p.time_steps)) + yr1_emissions_onsite_fuel_series_lbs_SO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_SO2[t] for t in tech_array)) - yr1_emissions_onsite_fuel_lbs_PM25 = @expression(m,p.hours_per_time_step* - sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_PM25[t] for t in tech_array, ts in p.time_steps)) + yr1_emissions_onsite_fuel_series_lbs_PM25 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvFuelUsage][t,ts]*p.tech_emissions_factors_PM25[t] for t in tech_array)) - return yr1_emissions_onsite_fuel_lbs_CO2, - yr1_emissions_onsite_fuel_lbs_NOx, - yr1_emissions_onsite_fuel_lbs_SO2, - yr1_emissions_onsite_fuel_lbs_PM25 + return yr1_emissions_onsite_fuel_series_lbs_CO2, + yr1_emissions_onsite_fuel_series_lbs_NOx, + yr1_emissions_onsite_fuel_series_lbs_SO2, + yr1_emissions_onsite_fuel_series_lbs_PM25 end """ @@ -96,54 +107,54 @@ Function to calculate annual emissions from grid electricity consumption. account for expected operations during modeled outages (time_steps_without_grid is empty) """ function calc_yr1_emissions_from_elec_grid_purchase(m,p) - yr1_emissions_from_elec_grid_lbs_CO2 = @expression(m,p.hours_per_time_step* - sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_CO2_per_kwh[ts] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers)) + yr1_emissions_from_elec_grid_series_lbs_CO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_CO2_per_kwh[ts] for tier in 1:p.s.electric_tariff.n_energy_tiers)) - yr1_emissions_from_elec_grid_lbs_NOx = @expression(m,p.hours_per_time_step* - sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_NOx_per_kwh[ts] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers)) + yr1_emissions_from_elec_grid_series_lbs_NOx = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_NOx_per_kwh[ts] for tier in 1:p.s.electric_tariff.n_energy_tiers)) - yr1_emissions_from_elec_grid_lbs_SO2 = @expression(m,p.hours_per_time_step* - sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_SO2_per_kwh[ts] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers)) + yr1_emissions_from_elec_grid_series_lbs_SO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_SO2_per_kwh[ts] for tier in 1:p.s.electric_tariff.n_energy_tiers)) - yr1_emissions_from_elec_grid_lbs_PM25 = @expression(m,p.hours_per_time_step* - sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_PM25_per_kwh[ts] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers)) + yr1_emissions_from_elec_grid_series_lbs_PM25 = @expression(m, [ts in p.time_steps], p.hours_per_time_step* + sum(m[:dvGridPurchase][ts, tier]*p.s.electric_utility.emissions_factor_series_lb_PM25_per_kwh[ts] for tier in 1:p.s.electric_tariff.n_energy_tiers)) - return yr1_emissions_from_elec_grid_lbs_CO2, - yr1_emissions_from_elec_grid_lbs_NOx, - yr1_emissions_from_elec_grid_lbs_SO2, - yr1_emissions_from_elec_grid_lbs_PM25 + return yr1_emissions_from_elec_grid_series_lbs_CO2, + yr1_emissions_from_elec_grid_series_lbs_NOx, + yr1_emissions_from_elec_grid_series_lbs_SO2, + yr1_emissions_from_elec_grid_series_lbs_PM25 end function calc_yr1_emissions_offset_from_elec_exports(m, p) if !(p.s.site.include_exported_elec_emissions_in_total) - return 0.0, 0.0, 0.0, 0.0 + return zeros(8760), zeros(8760), zeros(8760), zeros(8760) end - yr1_emissions_offset_from_elec_exports_lbs_CO2 = @expression(m, p.hours_per_time_step * + yr1_emissions_offset_from_elec_exports_series_lbs_CO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step * sum(m[:dvProductionToGrid][t,u,ts] * (p.s.electric_utility.emissions_factor_series_lb_CO2_per_kwh[ts]) - for t in p.techs.elec, ts in p.time_steps, u in p.export_bins_by_tech[t]) + for t in p.techs.elec, u in p.export_bins_by_tech[t]) ) # if battery ends up being able to discharge to grid, need to incorporate here- might require complex tracking of what's charging battery - yr1_emissions_offset_from_elec_exports_lbs_NOx = @expression(m, p.hours_per_time_step * + yr1_emissions_offset_from_elec_exports_series_lbs_NOx = @expression(m, [ts in p.time_steps], p.hours_per_time_step * sum(m[:dvProductionToGrid][t,u,ts] * (p.s.electric_utility.emissions_factor_series_lb_NOx_per_kwh[ts]) - for t in p.techs.elec, ts in p.time_steps, u in p.export_bins_by_tech[t]) + for t in p.techs.elec, u in p.export_bins_by_tech[t]) ) - yr1_emissions_offset_from_elec_exports_lbs_SO2 = @expression(m, p.hours_per_time_step * + yr1_emissions_offset_from_elec_exports_series_lbs_SO2 = @expression(m, [ts in p.time_steps], p.hours_per_time_step * sum(m[:dvProductionToGrid][t,u,ts] * (p.s.electric_utility.emissions_factor_series_lb_SO2_per_kwh[ts]) - for t in p.techs.elec, ts in p.time_steps, u in p.export_bins_by_tech[t]) + for t in p.techs.elec, u in p.export_bins_by_tech[t]) ) - yr1_emissions_offset_from_elec_exports_lbs_PM25 = @expression(m, p.hours_per_time_step * + yr1_emissions_offset_from_elec_exports_series_lbs_PM25 = @expression(m, [ts in p.time_steps], p.hours_per_time_step * sum(m[:dvProductionToGrid][t,u,ts] * (p.s.electric_utility.emissions_factor_series_lb_PM25_per_kwh[ts]) - for t in p.techs.elec, ts in p.time_steps, u in p.export_bins_by_tech[t]) + for t in p.techs.elec, u in p.export_bins_by_tech[t]) ) - return yr1_emissions_offset_from_elec_exports_lbs_CO2, - yr1_emissions_offset_from_elec_exports_lbs_NOx, - yr1_emissions_offset_from_elec_exports_lbs_SO2, - yr1_emissions_offset_from_elec_exports_lbs_PM25 + return yr1_emissions_offset_from_elec_exports_series_lbs_CO2, + yr1_emissions_offset_from_elec_exports_series_lbs_NOx, + yr1_emissions_offset_from_elec_exports_series_lbs_SO2, + yr1_emissions_offset_from_elec_exports_series_lbs_PM25 end diff --git a/src/constraints/hydrogen_constraints.jl b/src/constraints/hydrogen_constraints.jl new file mode 100644 index 000000000..248dc3938 --- /dev/null +++ b/src/constraints/hydrogen_constraints.jl @@ -0,0 +1,116 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. + +function add_electrolyzer_constraints(m, p; _n="") + + if !isempty(p.techs.electrolyzer) + + #Constraint: Fuel cell cannot supply electrolyzer + # TODO: Update to combustion techs (chp, fuel cell, generator) can't supply electrolyzer + @constraint(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for t in p.techs.fuel_cell) == 0 + ) + + #Constraint: Electricity required for production of hydrogen - with grid + @constraint(m, [ts in p.time_steps_with_grid], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer) + == + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for t in p.techs.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + sum(m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] for b in p.s.storage.types.elec) + ) + + #Constraint: Electricity required for production of hydrogen - no grid + @constraint(m, [ts in p.time_steps_without_grid], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer) + == + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for t in p.techs.elec) + + sum(m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] for b in p.s.storage.types.elec) + ) + + #Constraint: Electricity required for production of hydrogen - grid + @constraint(m, [ts in p.time_steps_with_grid], + (p.hours_per_time_step * sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer)) + >= + sum(p.s.storage.attr[b].soc_min_fraction * m[Symbol("dvStorageEnergy"*_n)][b] for b in p.s.storage.types.hydrogen) + ) + + #Constraint: Dispatch hydrogen produced to compressor + if p.s.electrolyzer.require_compression + @constraint(m, [ts in p.time_steps], + (p.hours_per_time_step * sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer)) + / p.s.electrolyzer.efficiency_kwh_per_kg + == + (p.hours_per_time_step * sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor)) + / p.s.compressor.efficiency_kwh_per_kg + ) + else + @constraint(m, [ts in p.time_steps], + (p.hours_per_time_step * sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer)) + / p.s.electrolyzer.efficiency_kwh_per_kg + == + sum(m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for b in p.s.storage.types.hydrogen, t in p.techs.electrolyzer) + ) + end + + m[:TotalElectrolyzerPerUnitProdOMCosts] = @expression(m, p.third_party_factor * p.pwf_om * + sum(p.s.electrolyzer.om_cost_per_kwh * p.hours_per_time_step * + m[:dvRatedProduction][t, ts] for t in p.techs.electrolyzer, ts in p.time_steps) + ) + end + +end + +function add_compressor_constraints(m, p; _n="") + + if !isempty(p.techs.compressor) + + #Constraint: Electricity required for compression of hydrogen produced from electrolyzer - with grid + @constraint(m, [ts in p.time_steps_with_grid], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor) + == + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts] for t in p.techs.elec) + + m[Symbol("dvGridToCompressor"*_n)][ts] + + sum(m[Symbol("dvStorageToCompressor"*_n)][b, ts] for b in p.s.storage.types.elec) + ) + + #Constraint: Fuel cell cannot supply compressor + # TODO: Update to combustion techs (chp, fuel cell, generator) can't supply compressor + @constraint(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts] for t in p.techs.fuel_cell) == 0 + ) + + #Constraint: Electricity required for compression of hydrogen produced from electrolyzer - no grid + @constraint(m, [ts in p.time_steps_without_grid], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor) + == + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts] for t in p.techs.elec) + + sum(m[Symbol("dvStorageToCompressor"*_n)][b, ts] for b in p.s.storage.types.elec) + ) + + #Constraint: Compressor charges hydrogen storage + if p.s.electrolyzer.require_compression + @constraint(m, [ts in p.time_steps], + (p.hours_per_time_step * sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor)) + / p.s.compressor.efficiency_kwh_per_kg + == + sum(m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for b in p.s.storage.types.hydrogen, t in p.techs.compressor) + ) + end + + m[:TotalCompressorPerUnitProdOMCosts] = @expression(m, p.third_party_factor * p.pwf_om * + sum(p.s.compressor.om_cost_per_kwh * p.hours_per_time_step * + m[:dvRatedProduction][t, ts] for t in p.techs.compressor, ts in p.time_steps) + ) + end + +end + +function add_fuel_cell_constraints(m, p; _n="") + + if !isempty(p.techs.fuel_cell) + m[:TotalFuelCellPerUnitProdOMCosts] = @expression(m, p.third_party_factor * p.pwf_om * + sum(p.s.fuel_cell.om_cost_per_kwh * p.hours_per_time_step * + m[:dvRatedProduction][t, ts] for t in p.techs.fuel_cell, ts in p.time_steps) + ) + end +end diff --git a/src/constraints/load_balance.jl b/src/constraints/load_balance.jl index bdb93fa24..9bcf92454 100644 --- a/src/constraints/load_balance.jl +++ b/src/constraints/load_balance.jl @@ -3,36 +3,50 @@ function add_elec_load_balance_constraints(m, p; _n="") ##Constraint (8a): Electrical Load Balancing with Grid - if isempty(p.s.electric_tariff.export_bins) + if isempty(p.s.electric_tariff.export_bins) conrefs = @constraint(m, [ts in p.time_steps_with_grid], sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.elec) + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts] for b in p.s.storage.types.elec) + sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) == sum(sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts]) + + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts]) + m[Symbol("dvCurtail"*_n)][t, ts] for t in p.techs.elec) - + sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + sum(m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + + m[Symbol("dvStorageToCompressor"*_n)][b, ts] + + m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + m[Symbol("dvGridToCompressor"*_n)][ts] + sum(m[Symbol("dvCoolingProduction"*_n)][t, ts] / p.cooling_cop[t][ts] for t in setdiff(p.techs.cooling,p.techs.ghp)) + sum(m[Symbol("dvHeatingProduction"*_n)][t, q, ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.electric_heater) + p.s.electric_load.loads_kw[ts] - p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cop["ExistingChiller"][ts] + sum(p.ghp_electric_consumption_kw[g,ts] * m[Symbol("binGHP"*_n)][g] for g in p.ghp_options) + + sum(m[Symbol("dvDischargePumpPower"*_n)][b,ts] for b in p.s.storage.types.hightemp) ) else conrefs = @constraint(m, [ts in p.time_steps_with_grid], sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.elec) - + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts] for b in p.s.storage.types.elec ) + + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts] for b in p.s.storage.types.elec) + sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) == sum(sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + sum(m[Symbol("dvProductionToGrid"*_n)][t, u, ts] for u in p.export_bins_by_tech[t]) + + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts]) + + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts]) + m[Symbol("dvCurtail"*_n)][t, ts] for t in p.techs.elec) - + sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + sum(m[Symbol("dvGridToStorage"*_n)][b, ts] + + m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + + m[Symbol("dvStorageToCompressor"*_n)][b, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + m[Symbol("dvGridToCompressor"*_n)][ts] + sum(m[Symbol("dvCoolingProduction"*_n)][t, ts] / p.cooling_cop[t][ts] for t in setdiff(p.techs.cooling,p.techs.ghp)) + sum(m[Symbol("dvHeatingProduction"*_n)][t, q, ts] / p.heating_cop[t][ts] for q in p.heating_loads, t in p.techs.electric_heater) + p.s.electric_load.loads_kw[ts] - p.s.cooling_load.loads_kw_thermal[ts] / p.cooling_cop["ExistingChiller"][ts] + sum(p.ghp_electric_consumption_kw[g,ts] * m[Symbol("binGHP"*_n)][g] for g in p.ghp_options) + + sum(m[Symbol("dvDischargePumpPower"*_n)][b,ts] for b in p.s.storage.types.hightemp) ) end @@ -47,17 +61,27 @@ function add_elec_load_balance_constraints(m, p; _n="") + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts] for b in p.s.storage.types.elec) == sum(sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] + + m[Symbol("dvProductionToCompressor"*_n)][t, ts] + m[Symbol("dvCurtail"*_n)][t, ts] for t in p.techs.elec) + + sum(m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + + m[Symbol("dvStorageToCompressor"*_n)][b, ts] for b in p.s.storage.types.elec) + p.s.electric_load.critical_loads_kw[ts] + + sum(m[Symbol("dvDischargePumpPower"*_n)][b,ts] for b in p.s.storage.types.hightemp) ) - else # load balancing constraint for off-grid runs + else # load balancing constraint for off-grid runs - not altering off-grid to include hydrogen @constraint(m, [ts in p.time_steps_without_grid], sum(p.production_factor[t,ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.elec) + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts] for b in p.s.storage.types.elec) == sum(sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] + + m[Symbol("dvProductionToCompressor"*_n)][t, ts] + m[Symbol("dvCurtail"*_n)][t, ts] for t in p.techs.elec) + + sum(m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + + m[Symbol("dvStorageToCompressor"*_n)][b, ts] for b in p.s.storage.types.elec) + p.s.electric_load.critical_loads_kw[ts] * m[Symbol("dvOffgridLoadServedFraction"*_n)][ts] + + sum(m[Symbol("dvDischargePumpPower"*_n)][b,ts] for b in p.s.storage.types.hightemp) ) ##Constraint : For off-grid scenarios, annual load served must be >= minimum percent specified @constraint(m, @@ -76,6 +100,8 @@ function add_production_constraints(m, p; _n="") @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + m[Symbol("dvCurtail"*_n)][t, ts] + + m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] + + m[Symbol("dvProductionToCompressor"*_n)][t, ts] <= p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t, ts] ) @@ -83,6 +109,8 @@ function add_production_constraints(m, p; _n="") @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + m[Symbol("dvCurtail"*_n)][t, ts] + + m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] + + m[Symbol("dvProductionToCompressor"*_n)][t, ts] + sum(m[Symbol("dvProductionToGrid"*_n)][t, u, ts] for u in p.export_bins_by_tech[t]) <= p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t, ts] @@ -92,6 +120,8 @@ function add_production_constraints(m, p; _n="") # Constraint (4e): Electrical production sent to storage or curtailed must be less than technology's rated production - no grid @constraint(m, [t in p.techs.elec, ts in p.time_steps_without_grid], sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] + + m[Symbol("dvProductionToCompressor"*_n)][t, ts] + m[Symbol("dvCurtail"*_n)][t, ts] <= p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t, ts] @@ -116,7 +146,7 @@ function add_thermal_load_constraints(m, p; _n="") ##Constraint (5b): Hot thermal loads else if !isempty(p.techs.heating) - + if !isempty(p.techs.steam_turbine) @constraint(m, HeatLoadBalanceCon[q in p.heating_loads, ts in p.time_steps_with_grid], sum(m[Symbol("dvHeatingProduction"*_n)][t,q,ts] for t in union(p.techs.heating, p.techs.chp)) diff --git a/src/constraints/outage_constraints.jl b/src/constraints/outage_constraints.jl index 2fdc6e92a..bd5d701a4 100644 --- a/src/constraints/outage_constraints.jl +++ b/src/constraints/outage_constraints.jl @@ -3,11 +3,20 @@ function add_dv_UnservedLoad_constraints(m,p) # Effective load balance @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], m[:dvUnservedLoad][s, tz, ts] == p.s.electric_load.critical_loads_kw[time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] - - sum( m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] - - m[:dvMGProductionToStorage][t, s, tz, ts] - m[:dvMGCurtail][t, s, tz, ts] + - sum( m[:dvMGRatedProduction][t, s, tz, ts] * ( + p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + ) * p.levelization_factor[t] + - sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.elec) + - m[:dvMGCurtail][t, s, tz, ts] + - m[:dvMGProductionToElectrolyzer][t, s, tz, ts] + - m[:dvMGProductionToCompressor][t, s, tz, ts] for t in p.techs.elec - ) - - m[:dvMGDischargeFromStorage][s, tz, ts] + ) # minus production to load + - sum(m[:dvMGDischargeFromStorage][b, s, tz, ts] + - m[:dvMGStorageToElectrolyzer][b, s, tz, ts] + - m[:dvMGStorageToCompressor][b, s, tz, ts] for b in p.s.storage.types.elec + ) # minus storage discharge to load ) end @@ -77,7 +86,8 @@ function add_outage_cost_constraints(m,p) m[:dvMGStorageUpgradeCost] >= p.s.financial.microgrid_upgrade_cost_fraction * m[:TotalStorageCapCosts] - ( p.s.financial.microgrid_upgrade_cost_fraction * p.third_party_factor * ( sum( p.s.storage.attr[b].net_present_cost_per_kw * p.s.storage.attr[b].max_kw for b in p.s.storage.types.elec) + - sum( p.s.storage.attr[b].net_present_cost_per_kwh * p.s.storage.attr[b].max_kwh for b in p.s.storage.types.all ) + sum( p.s.storage.attr[b].net_present_cost_per_kwh * p.s.storage.attr[b].max_kwh for b in p.s.storage.types.nonhydrogen) + + sum( p.s.storage.attr[b].net_present_cost_per_kg * p.s.storage.attr[b].max_kg for b in p.s.storage.types.hydrogen) ) * (1-m[:binMGStorageUsed]) # Big-M is capital cost of battery with max size kw and kwh ) ) @@ -95,16 +105,16 @@ function add_MG_size_constraints(m,p) m[:dvMGsize][t] >= m[:binMGTechUsed][t] # 1 kW min size to prevent binaryMGTechUsed = 1 with zero cost ) - @constraint(m, [b in p.s.storage.types.all], + @constraint(m, [b in p.s.storage.types.elec], m[:dvStoragePower][b] >= m[:binMGStorageUsed] # 1 kW min size to prevent binaryMGStorageUsed = 1 with zero cost ) if p.s.site.mg_tech_sizes_equal_grid_sizes - @constraint(m, [t in p.techs.elec], + @constraint(m, [t in union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor)], m[:dvMGsize][t] == m[:dvSize][t] ) else - @constraint(m, [t in p.techs.elec], + @constraint(m, [t in union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor)], m[:dvMGsize][t] <= m[:dvSize][t] ) end @@ -115,15 +125,19 @@ function add_MG_production_constraints(m,p) # Electrical production sent to storage or export must be less than technology's rated production @constraint(m, [t in p.techs.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvMGProductionToStorage][t, s, tz, ts] + m[:dvMGCurtail][t, s, tz, ts] <= + sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.elec) + + m[:dvMGCurtail][t, s, tz, ts] + + m[:dvMGProductionToElectrolyzer][t, s, tz, ts] + + m[:dvMGProductionToCompressor][t, s, tz, ts] + <= (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] ) - @constraint(m, [t in p.techs.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + @constraint(m, [t in union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor), s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], m[:dvMGRatedProduction][t, s, tz, ts] >= 0 ) - - @constraint(m, [t in p.techs.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + + @constraint(m, [t in union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor), s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], m[:dvMGRatedProduction][t, s, tz, ts] <= m[:dvMGsize][t] ) end @@ -273,24 +287,26 @@ function add_binMGCHPIsOnInTS_constraints(m, p; _n="") # TODO? make binMGCHPIsOnInTS indexed on p.techs.chp end -function add_MG_storage_dispatch_constraints(m,p) +function add_MG_elec_storage_dispatch_constraints(m,p) # initial SOC at start of each outage equals the grid-optimal SOC @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps], - m[:dvMGStoredEnergy][s, tz, 0] <= m[:dvStoredEnergy]["ElectricStorage", tz] + m[:dvMGStoredEnergy]["ElectricStorage", s, tz, 0] <= m[:dvStoredEnergy]["ElectricStorage", tz] ) # state of charge @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvMGStoredEnergy][s, tz, ts] == m[:dvMGStoredEnergy][s, tz, ts-1] + p.hours_per_time_step * ( - p.s.storage.attr["ElectricStorage"].charge_efficiency * sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) - - m[:dvMGDischargeFromStorage][s, tz, ts] / p.s.storage.attr["ElectricStorage"].discharge_efficiency + m[:dvMGStoredEnergy]["ElectricStorage", s, tz, ts] == m[:dvMGStoredEnergy]["ElectricStorage", s, tz, ts-1] + p.hours_per_time_step * ( + p.s.storage.attr["ElectricStorage"].charge_efficiency * sum(m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] for t in p.techs.elec) + - m[:dvMGDischargeFromStorage]["ElectricStorage", s, tz, ts] / p.s.storage.attr["ElectricStorage"].discharge_efficiency ) + - (p.s.storage.attr["ElectricStorage"].soc_based_per_ts_self_discharge_fraction * m[:dvMGStoredEnergy]["ElectricStorage", s, tz, ts-1]) + - (p.s.storage.attr["ElectricStorage"].capacity_based_per_ts_self_discharge_fraction * m[:dvStorageEnergy]["ElectricStorage"]) ) # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% @constraint(m, [ts in p.time_steps_without_grid], m[:dvStorageEnergy]["ElectricStorage"] >= m[:dvMGStoredEnergy][s, tz, ts-1] + p.hours_per_time_step * ( - p.s.storage.attr["ElectricStorage"].charge_efficiency * sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) + p.s.storage.attr["ElectricStorage"].charge_efficiency * sum(m[:dvMGProductionToStorage]["ElectricStorage",t, s, tz, ts] for t in p.techs.elec) ) ) @@ -298,63 +314,80 @@ function add_MG_storage_dispatch_constraints(m,p) if p.s.storage.attr["ElectricStorage"].soc_min_applies_during_outages # Minimum state of charge @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvMGStoredEnergy][s, tz, ts] >= p.s.storage.attr["ElectricStorage"].soc_min_fraction * m[:dvStorageEnergy]["ElectricStorage"] + m[:dvMGStoredEnergy]["ElectricStorage", s, tz, ts] >= p.s.storage.attr["ElectricStorage"].soc_min_fraction * m[:dvStorageEnergy]["ElectricStorage"] ) end # Dispatch to MG electrical storage is no greater than inverter capacity # and can't charge the battery unless binMGStorageUsed = 1 @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvStoragePower]["ElectricStorage"] >= sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) + m[:dvStoragePower]["ElectricStorage"] >= sum(m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] for t in p.techs.elec) ) # Dispatch from MG storage is no greater than inverter capacity # and can't discharge from storage unless binMGStorageUsed = 1 @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvStoragePower]["ElectricStorage"] >= m[:dvMGDischargeFromStorage][s, tz, ts] + m[:dvStoragePower]["ElectricStorage"] >= m[:dvMGDischargeFromStorage]["ElectricStorage", s, tz, ts] ) # Dispatch to and from electrical storage is no greater than power capacity @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvStoragePower]["ElectricStorage"] >= m[:dvMGDischargeFromStorage][s, tz, ts] - + sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) + m[:dvStoragePower]["ElectricStorage"] >= m[:dvMGDischargeFromStorage]["ElectricStorage", s, tz, ts] + + sum(m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] for t in p.techs.elec) + ) + + # Storage to Electrolyzer and Compressor no greater than total discharge from electric storage + @constraint(m, [b in p.s.storage.types.elec, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGDischargeFromStorage][b, s, tz, ts] >= m[:dvMGStorageToElectrolyzer][b, s, tz, ts] + + m[:dvMGStorageToCompressor][b, s, tz, ts] ) # State of charge upper bound is storage system size @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvStorageEnergy]["ElectricStorage"] >= m[:dvMGStoredEnergy][s, tz, ts] + m[:dvStorageEnergy]["ElectricStorage"] >= m[:dvMGStoredEnergy]["ElectricStorage", s, tz, ts] ) if solver_is_compatible_with_indicator_constraints(p.s.settings.solver_name) @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - !m[:binMGStorageUsed] => { sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) <= 0 } + !m[:binMGStorageUsed] => { sum(m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] for t in p.techs.elec) <= 0 } ) @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - !m[:binMGStorageUsed] => { m[:dvMGDischargeFromStorage][s, tz, ts] <= 0 } + !m[:binMGStorageUsed] => { + m[:dvMGDischargeFromStorage]["ElectricStorage", s, tz, ts] + + m[:dvMGStorageToElectrolyzer]["ElectricStorage", s, tz, ts] + + m[:dvMGStorageToCompressor]["ElectricStorage", s, tz, ts] <= 0 + } ) else @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - sum(m[:dvMGProductionToStorage][t, s, tz, ts] for t in p.techs.elec) <= p.s.storage.attr["ElectricStorage"].max_kw * m[:binMGStorageUsed] + sum(m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] for t in p.techs.elec) <= p.s.storage.attr["ElectricStorage"].max_kw * m[:binMGStorageUsed] ) @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], - m[:dvMGDischargeFromStorage][s, tz, ts] <= p.s.storage.attr["ElectricStorage"].max_kw * m[:binMGStorageUsed] + m[:dvMGDischargeFromStorage]["ElectricStorage", s, tz, ts] + + m[:dvMGStorageToElectrolyzer]["ElectricStorage", s, tz, ts] + + m[:dvMGStorageToCompressor]["ElectricStorage", s, tz, ts] <= p.s.storage.attr["ElectricStorage"].max_kw * m[:binMGStorageUsed] ) end end -function fix_MG_storage_variables(m, p) +function fix_MG_elec_storage_variables(m, p) fix(m[:dvMGStorageUpgradeCost], 0.0, force=true) fix(m[:binMGStorageUsed], 0, force=true) + for s in p.s.electric_utility.scenarios for tz in p.s.electric_utility.outage_start_time_steps for ts in p.s.electric_utility.outage_time_steps - fix(m[:dvMGDischargeFromStorage][s, tz, ts], 0.0, force=true) - fix(m[:dvMGStoredEnergy][s, tz, ts], 0.0, force=true) - for t in p.techs.elec - fix(m[:dvMGProductionToStorage][t, s, tz, ts], 0.0, force=true) + for b in p.s.storage.types.elec + fix(m[:dvMGDischargeFromStorage][b, s, tz, ts], 0.0, force=true) + fix(m[:dvMGStoredEnergy][b, s, tz, ts], 0.0, force=true) + fix(m[:dvMGStorageToElectrolyzer][b, s, tz, ts], 0.0, force=true) + fix(m[:dvMGStorageToCompressor][b, s, tz, ts], 0.0, force=true) + for t in p.techs.elec + fix(m[:dvMGProductionToStorage][b, t, s, tz, ts], 0.0, force=true) + end end end end @@ -363,8 +396,9 @@ end function add_cannot_have_MG_with_only_PVwind_constraints(m, p) - dispatchable_techs = union(p.techs.gen, p.techs.chp) + dispatchable_techs = union(p.techs.gen, p.techs.chp, p.techs.fuel_cell) renewable_techs = setdiff(p.techs.elec, dispatchable_techs) + # can't "turn down" renewable_techs if !isempty(renewable_techs) if solver_is_compatible_with_indicator_constraints(p.s.settings.solver_name) @@ -393,3 +427,165 @@ function add_cannot_have_MG_with_only_PVwind_constraints(m, p) end end end + +function add_MG_hydrogen_constraints(m, p; _n="") + # Electrolyzer constraints + if !isempty(p.techs.electrolyzer) + + #Fuel cell cannot supply electrolyzer + # TODO: Update to combustion techs (chp, fuel cell, generator) can't supply electrolyzer + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + sum(m[:dvMGProductionToElectrolyzer][t, s, tz, ts] for t in p.techs.fuel_cell) == 0 + ) + + #Electricity required for production of hydrogen + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.electrolyzer) + == + sum(m[:dvMGProductionToElectrolyzer][t, s, tz, ts] for t in p.techs.elec) + + sum(m[:dvMGStorageToElectrolyzer][b, s, tz, ts] for b in p.s.storage.types.elec) + ) + + #Dispatch hydrogen produced + if p.s.electrolyzer.require_compression + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + (p.hours_per_time_step * sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.electrolyzer)) + / p.s.electrolyzer.efficiency_kwh_per_kg + == + (p.hours_per_time_step * sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.compressor)) + / p.s.compressor.efficiency_kwh_per_kg + ) + else + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + (p.hours_per_time_step * sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.electrolyzer)) + / p.s.electrolyzer.efficiency_kwh_per_kg + == + sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.hydrogen, t in p.techs.electrolyzer) + ) + end + end + + if !isempty(p.techs.compressor) + + #Fuel cell cannot supply compressor + # TODO: Update to combustion techs (chp, fuel cell, generator) can't supply compressor + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + sum(m[:dvMGProductionToCompressor][t, s, tz, ts] for t in p.techs.fuel_cell) == 0 + ) + + #Electricity required for compression of hydrogen produced from electrolyzer + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.compressor) + == + sum(m[:dvMGProductionToCompressor][t, s, tz, ts] for t in p.techs.elec) + + sum(m[:dvMGStorageToCompressor][b, s, tz, ts] for b in p.s.storage.types.elec) + ) + + #Constraint: Compressor charges hydrogen storage + if p.s.electrolyzer.require_compression + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + (p.hours_per_time_step * sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * m[:dvMGRatedProduction][t, s, tz, ts] for t in p.techs.compressor)) + / p.s.compressor.efficiency_kwh_per_kg + == + sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.hydrogen, t in p.techs.compressor) + ) + end + end + + # Fuel cell constraints + if !isempty(p.techs.fuel_cell) + if solver_is_compatible_with_indicator_constraints(p.s.settings.solver_name) + @constraint(m, [t in p.techs.fuel_cell, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:binMGFCIsOnInTS][t] => { m[:dvMGRatedProduction][t, s, tz, ts] >= p.s.fuel_cell.min_turn_down_fraction * m[:dvMGsize][t] } + ) + @constraint(m, [t in p.techs.fuel_cell, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + !m[:binMGFCIsOnInTS][t] => { m[:dvMGRatedProduction][t, s, tz, ts] <= 0 } + ) + else + @constraint(m, [t in p.techs.fuel_cell, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGRatedProduction][t, s, tz, ts] >= p.s.fuel_cell.min_turn_down_fraction * m[:dvMGsize][t] - p.max_sizes[t] * (1-m[:binMGFCIsOnInTS][s, tz, ts]) + ) + @constraint(m, [t in p.techs.fuel_cell, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGRatedProduction][t, s, tz, ts] <= p.max_sizes[t] * m[:binMGFCIsOnInTS][s, tz, ts] + ) + end + @constraint(m, [t in p.techs.fuel_cell, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:binMGTechUsed][t] >= m[:binMGFCIsOnInTS][s, tz, ts] + ) + end + + # Hydrogen storage constraints + # Initial SOC at start of each outage equals the grid-optimal SOC + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps], + m[:dvMGStoredEnergy][b, s, tz, 0] <= m[:dvStoredEnergy][b, tz] + ) + # Min SOC + if p.s.storage.attr["HydrogenStorage"].soc_min_applies_during_outages + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGStoredEnergy][b, s, tz, ts] >= p.s.storage.attr[b].soc_min_fraction * m[:dvStorageEnergy][b] + ) + end + # State of charge upper bound is storage system size + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvStorageEnergy][b] >= m[:dvMGStoredEnergy][b, s, tz, ts] + ) + + if p.s.electrolyzer.require_compression + # Constraint: state-of-charge for hydrogen storage + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGStoredEnergy][b, s, tz, ts] == m[:dvMGStoredEnergy][b, s, tz, ts-1] + p.hours_per_time_step * ( + sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for t in p.techs.compressor) + - m[:dvMGDischargeFromStorage][b, s, tz, ts] + ) + - (p.s.storage.attr["HydrogenStorage"].soc_based_per_ts_self_discharge_fraction * m[:dvMGStoredEnergy]["HydrogenStorage", s, tz, ts-1]) + - (p.s.storage.attr["HydrogenStorage"].capacity_based_per_ts_self_discharge_fraction * m[:dvStorageEnergy]["HydrogenStorage"]) + ) + else + # Constraint: state-of-charge for hydrogen storage + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:dvMGStoredEnergy][b, s, tz, ts] == m[:dvMGStoredEnergy][b, s, tz, ts-1] + p.hours_per_time_step * ( + sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for t in p.techs.electrolyzer) + - m[:dvMGDischargeFromStorage][b, s, tz, ts] + ) + - (p.s.storage.attr["HydrogenStorage"].soc_based_per_ts_self_discharge_fraction * m[:dvMGStoredEnergy]["HydrogenStorage", s, tz, ts-1]) + - (p.s.storage.attr["HydrogenStorage"].capacity_based_per_ts_self_discharge_fraction * m[:dvStorageEnergy]["HydrogenStorage"]) + ) + end + # Storage discharges through fuel cell + @constraint(m, [b in p.s.storage.types.hydrogen, s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + sum(m[:dvMGDischargeFromStorage][b, s, tz, ts]) == + (p.hours_per_time_step * sum((p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] * + m[:dvMGRatedProduction][t, s, tz, ts] / p.s.fuel_cell.efficiency_kwh_per_kg for t in p.techs.fuel_cell)) + ) +end + +function fix_MG_hydrogen_variables(m, p) + fix(m[:dvMGStorageUpgradeCost], 0.0, force=true) + fix(m[:binMGStorageUsed], 0, force=true) + + for s in p.s.electric_utility.scenarios + for tz in p.s.electric_utility.outage_start_time_steps + for ts in p.s.electric_utility.outage_time_steps + for b in p.s.storage.types.hydrogen + fix(m[:dvMGDischargeFromStorage][b, s, tz, ts], 0.0, force=true) + fix(m[:dvMGStoredEnergy][b, s, tz, ts], 0.0, force=true) + for t in p.techs.elec + fix(m[:dvMGProductionToElectrolyzer][t, s, tz, ts], 0.0, force=true) + fix(m[:dvMGProductionToCompressor][t, s, tz, ts], 0.0, force=true) + end + for t in p.techs.electrolyzer + fix(m[:dvMGProductionToStorage][b, t, s, tz, ts], 0.0, force=true) + end + for t in p.techs.compressor + fix(m[:dvMGProductionToStorage][b, t, s, tz, ts], 0.0, force=true) + end + end + for b in p.s.storage.types.elec + fix(m[:dvMGStorageToElectrolyzer][b, s, tz, ts], 0.0, force=true) + fix(m[:dvMGStorageToCompressor][b, s, tz, ts], 0.0, force=true) + end + end + end + end +end + diff --git a/src/constraints/renewable_energy_constraints.jl b/src/constraints/renewable_energy_constraints.jl index 4c8bb1003..3eb15df93 100644 --- a/src/constraints/renewable_energy_constraints.jl +++ b/src/constraints/renewable_energy_constraints.jl @@ -78,6 +78,17 @@ function add_re_elec_calcs(m,p) ) # + SteamTurbineAnnualREEleckWh # SteamTurbine RE Elec, already adjusted for p.hours_per_time_step ) + if :fuel_cell in fieldnames(typeof(p.s)) && !isnothing(p.s.fuel_cell) + add_to_expression!(m[:AnnualOnsiteREEleckWh], + -sum(m[:dvProductionToElectrolyzer][t,ts]*p.tech_renewable_energy_fraction[t]*( + 1-(p.s.fuel_cell.efficiency_kwh_per_kg/(p.s.electrolyzer.efficiency_kwh_per_kg + p.s.compressor.efficiency_kwh_per_kg))) + for t in p.techs.elec, ts in p.time_steps + ) - + sum(m[:dvProductionToCompressor][t,ts]*p.tech_renewable_energy_fraction[t]*( + 1-(p.s.fuel_cell.efficiency_kwh_per_kg/(p.s.electrolyzer.efficiency_kwh_per_kg + p.s.compressor.efficiency_kwh_per_kg))) + for t in p.techs.elec, ts in p.time_steps) + ) + end # Note: when we add capability for battery to discharge to grid, need to subtract out *grid RE* discharged from battery # back to grid so that loop doesn't become a back door for increasing RE. This will require some careful thought! diff --git a/src/constraints/storage_constraints.jl b/src/constraints/storage_constraints.jl index ae7aa77e0..401f66212 100644 --- a/src/constraints/storage_constraints.jl +++ b/src/constraints/storage_constraints.jl @@ -36,11 +36,24 @@ function add_storage_size_constraints(m, p, b; _n="") end +function add_hydrogen_storage_size_constraints(m, p, b; _n="") + # TODO add formal types for storage (i.e. "b") + + # Constraint (4b)-1: Lower bound on Storage Energy Capacity + @constraint(m, + m[Symbol("dvStorageEnergy"*_n)][b] >= p.s.storage.attr[b].min_kg + ) + + # Constraint (4b)-2: Upper bound on Storage Energy Capacity + @constraint(m, + m[Symbol("dvStorageEnergy"*_n)][b] <= p.s.storage.attr[b].max_kg + ) +end function add_general_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4a): initial and final state of charge - if hasproperty(p.s.storage.attr[b], :optimize_soc_init_fraction) && p.s.storage.attr[b].optimize_soc_init_fraction - print("\nOptimizing "*b*" inital SOC and constraining initial SOC = final SOC. soc_init_fraction will not apply.\n") + if (hasproperty(p.s.storage.attr[b], :optimize_soc_init_fraction) && p.s.storage.attr[b].optimize_soc_init_fraction) || (p.s.storage.attr[b] isa HydrogenStorage && p.s.storage.attr[b].require_start_and_end_charge_to_be_equal) + print("\nOptimizing "*b*" inital SOC and constraining initial SOC = final SOC. soc_init_fraction will not apply.\n") #TODO make info @constraint(m, m[Symbol("dvStoredEnergy"*_n)][b, 0] == m[:dvStoredEnergy][b, maximum(p.time_steps)] ) @@ -69,6 +82,11 @@ function add_general_storage_dispatch_constraints(m, p, b; _n="") m[Symbol("dvStoragePower"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] ) + #Constraint (4j): Dispatch from storage is no greater than hydrogen capacity + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + ) + end @@ -76,33 +94,49 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4g)-1: state-of-charge for electrical storage - with grid @constraint(m, [ts in p.time_steps_with_grid], - m[Symbol("dvStoredEnergy"*_n)][b, ts] == m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStoredEnergy"*_n)][b, ts] == + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) + p.s.storage.attr[b].grid_charge_efficiency * m[Symbol("dvGridToStorage"*_n)][b, ts] - m[Symbol("dvDischargeFromStorage"*_n)][b,ts] / p.s.storage.attr[b].discharge_efficiency ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) # Constraint (4g)-2: state-of-charge for electrical storage - no grid @constraint(m, [ts in p.time_steps_without_grid], - m[Symbol("dvStoredEnergy"*_n)][b, ts] == m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStoredEnergy"*_n)][b, ts] == + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.elec) - m[Symbol("dvDischargeFromStorage"*_n)][b, ts] / p.s.storage.attr[b].discharge_efficiency ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) # Constraint (4h): prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% # (4h)-1: with grid @constraint(m, [ts in p.time_steps_with_grid], - m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStorageEnergy"*_n)][b] >= + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) + p.s.storage.attr[b].grid_charge_efficiency * m[Symbol("dvGridToStorage"*_n)][b, ts] ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) # (4h)-2: no grid @constraint(m, [ts in p.time_steps_without_grid], - m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStorageEnergy"*_n)][b] >= + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.elec) ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) # Constraint (4i)-1: Dispatch to electrical storage is no greater than power capacity @@ -113,7 +147,7 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") #Constraint (4k)-alt: Dispatch to and from electrical storage is no greater than power capacity @constraint(m, [ts in p.time_steps_with_grid], - m[Symbol("dvStoragePower"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + + m[Symbol("dvStoragePower"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) + m[Symbol("dvGridToStorage"*_n)][b, ts] ) @@ -122,6 +156,12 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") m[Symbol("dvStoragePower"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b,ts] + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.elec) ) + + #Constraint: Discharge from electric storage + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[Symbol("dvDischargeFromStorage"*_n)][b,ts] >= m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + + m[Symbol("dvStorageToCompressor"*_n)][b, ts] + ) # Remove grid-to-storage as an option if option to grid charge is turned off if !(p.s.storage.attr[b].can_grid_charge) @@ -137,27 +177,56 @@ function add_elec_storage_dispatch_constraints(m, p, b; _n="") sum(m[Symbol("dvStorageEnergy"*_n)][b]) ) end + + if (p.s.storage.attr[b] isa ElectricStorage || p.s.storage.attr[b] isa MPCElectricStorage) && !isnothing(p.s.storage.attr[b].fixed_dispatch_series) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b, ts] == p.s.storage.attr[b].fixed_dispatch_series[ts] * m[Symbol("dvStorageEnergy"*_n)][b] + ) + end end function add_hot_thermal_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4j)-1: Reconcile state-of-charge for (hot) thermal storage - @constraint(m, [ts in p.time_steps], - m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( - p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - - sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + # Thermal decay for HighTempThermalStorage is based on stored kWh, not rated capacity; value is entered as per ts (not hourly) + if b != "HighTempThermalStorage" + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b,ts] == + m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency + ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) - ) - - # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% - @constraint(m, [ts in p.time_steps], - m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( - p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + else + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) - + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) / p.s.storage.attr[b].discharge_efficiency) - + p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1] ) - ) + end + # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% + # Thermal decay for HighTempThermalStorage is based on stored kWh, not rated capacity; value is entered as per ts (not hourly) + if b != "HighTempThermalStorage" + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= + m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) + ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) + ) + else + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads)) - + p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + ) + end #Constraint (4n)-1: Dispatch to and from thermal storage is no greater than power capacity @constraint(m, [ts in p.time_steps], m[Symbol("dvStoragePower"*_n)][b] >= @@ -165,6 +234,18 @@ function add_hot_thermal_storage_dispatch_constraints(m, p, b; _n="") sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp)) for q in p.heating_loads) ) + + #Constraint (4n)-2: Dispatch to thermal storage is no greater than power capacity + @constraint(m, [b in p.s.storage.types.hot, ts in p.time_steps], + m[Symbol("dvStorageChargePower"*_n)][b] >= + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) + ) + + #Constraint (4n)-3: Dispatch from thermal storage is no greater than power capacity + @constraint(m, [b in p.s.storage.types.hot, ts in p.time_steps], + m[Symbol("dvStorageDischargePower"*_n)][b] >= sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) + ) + # TODO missing thermal storage constraints from API ??? # Constraint (4o): Discharge from storage is equal to sum of heat from storage for all qualities @@ -179,7 +260,31 @@ function add_hot_thermal_storage_dispatch_constraints(m, p, b; _n="") fix(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts], 0.0, force=true) end end + + if b in p.s.storage.types.hightemp + # Constraint (4p): HighTempThermalStorage - constrain charge and discharge to fraction of kWh stored + if (hasproperty(p.s.storage.attr[b], :constrain_dispatch_to_stored_kwh) && p.s.storage.attr[b].constrain_dispatch_to_stored_kwh) + @constraint(m, [ts in p.time_steps], + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for t in union(p.techs.heating, p.techs.chp), q in p.heating_loads) <= + p.hours_per_time_step * p.s.storage.attr[b].charge_limit_as_fraction_of_stored_kwh * m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + ) + @constraint(m, [ts in p.time_steps], + sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) <= + p.hours_per_time_step * p.s.storage.attr[b].discharge_limit_as_fraction_of_stored_kwh * m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + ) + end + # Constraint (4q): HighTempThermalStorage - include pumping power losses as a fraction of discharge power + if (hasproperty(p.s.storage.attr[b], :pump_loss_as_fraction_of_discharge_kw) && p.s.storage.attr[b].include_discharge_pump_losses) + @constraint(m, [ts in p.time_steps], + m[Symbol("dvDischargePumpPower"*_n)][b,ts] == + p.s.storage.attr[b].pump_loss_as_fraction_of_discharge_kw * sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) + ) + else + @constraint(m, [ts in p.time_steps], m[Symbol("dvDischargePumpPower"*_n)][b,ts] == 0) + end + end + end function add_cold_thermal_storage_dispatch_constraints(m, p, b; _n="") @@ -194,19 +299,25 @@ function add_cold_thermal_storage_dispatch_constraints(m, p, b; _n="") # Constraint (4j)-2: Reconcile state-of-charge for (cold) thermal storage @constraint(m, ColdTESInventoryCon[ts in p.time_steps], - m[Symbol("dvStoredEnergy"*_n)][b,ts] == m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStoredEnergy"*_n)][b,ts] == + m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + + p.hours_per_time_step * ( sum(p.s.storage.attr[b].charge_efficiency * m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) - - m[Symbol("dvDischargeFromStorage"*_n)][b,ts]/p.s.storage.attr[b].discharge_efficiency - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] + m[Symbol("dvDischargeFromStorage"*_n)][b,ts]/p.s.storage.attr[b].discharge_efficiency ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) # Prevent simultaneous charge and discharge by limitting charging alone to not make the SOC exceed 100% @constraint(m, [ts in p.time_steps], - m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + p.hours_per_time_step * ( + m[Symbol("dvStorageEnergy"*_n)][b] >= + m[Symbol("dvStoredEnergy"*_n)][b,ts-1] + + p.hours_per_time_step * ( p.s.storage.attr[b].charge_efficiency * sum(m[Symbol("dvProductionToStorage"*_n)][b,t,ts] for t in p.techs.cooling) - - p.s.storage.attr[b].thermal_decay_rate_fraction * m[Symbol("dvStorageEnergy"*_n)][b] ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) ) #Constraint (4n)-2: Dispatch to and from thermal storage is no greater than power capacity @@ -229,5 +340,72 @@ function add_storage_sum_grid_constraints(m, p; _n="") @constraint(m, [ts in p.time_steps_with_grid], sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) >= sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + + m[Symbol("dvGridToCompressor"*_n)][ts] ) +end + +function add_hydrogen_storage_dispatch_constraints(m, p, b; _n="") + + if p.s.electrolyzer.require_compression + # Constraint: state-of-charge for hydrogen storage + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b, ts] == + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.compressor) + - m[Symbol("dvDischargeFromStorage"*_n)][b,ts] + ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) + ) + # Constraint: Dispatch to hydrogen storage is no greater than capacity + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.compressor) + ) + #Constraint: Dispatch to and from hydrogen storage is no greater than capacity + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.compressor) + ) + else + # Constraint: state-of-charge for hydrogen storage + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStoredEnergy"*_n)][b, ts] == + m[Symbol("dvStoredEnergy"*_n)][b, ts-1] + + p.hours_per_time_step * ( + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.electrolyzer) + - m[Symbol("dvDischargeFromStorage"*_n)][b,ts] + ) + - (p.s.storage.attr[b].soc_based_per_ts_self_discharge_fraction * m[Symbol("dvStoredEnergy"*_n)][b, ts-1]) + - (p.s.storage.attr[b].capacity_based_per_ts_self_discharge_fraction * m[Symbol("dvStorageEnergy"*_n)][b]) + ) + # Constraint: Dispatch to hydrogen storage is no greater than capacity + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.electrolyzer) + ) + #Constraint: Dispatch to and from hydrogen storage is no greater than capacity + @constraint(m, [ts in p.time_steps], + m[Symbol("dvStorageEnergy"*_n)][b] >= m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + + sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for t in p.techs.electrolyzer) + ) + end + + # Constraint: Hydrogen dispatch from storage + @constraint(m, [b in p.s.storage.types.hydrogen, ts in p.time_steps], + sum(m[Symbol("dvDischargeFromStorage"*_n)][b,ts]) == + p.s.hydrogen_load.loads_kg[ts] + + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] / p.s.fuel_cell.efficiency_kwh_per_kg for t in p.techs.fuel_cell) + ) + + if p.s.storage.attr[b].minimum_avg_soc_fraction > 0 + avg_soc = sum(m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) / + (8760. / p.hours_per_time_step) + @constraint(m, avg_soc >= p.s.storage.attr[b].minimum_avg_soc_fraction * + sum(m[Symbol("dvStorageEnergy"*_n)][b]) + ) + end + end \ No newline at end of file diff --git a/src/constraints/tech_constraints.jl b/src/constraints/tech_constraints.jl index aaa01104e..5a55524d3 100644 --- a/src/constraints/tech_constraints.jl +++ b/src/constraints/tech_constraints.jl @@ -31,6 +31,24 @@ function add_tech_size_constraints(m, p; _n="") m[Symbol("dvRatedProduction"*_n)][t,ts] <= m[:dvSize][t] ) end + + if !isempty(p.techs.electrolyzer) + @constraint(m, [t in p.techs.electrolyzer, ts in p.time_steps], + m[Symbol("dvRatedProduction"*_n)][t,ts] <= m[:dvSize][t] + ) + end + + if !isempty(p.techs.compressor) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[Symbol("dvRatedProduction"*_n)][t,ts] <= m[:dvSize][t] + ) + end + + if !isempty(p.techs.fuel_cell) + @constraint(m, [t in p.techs.fuel_cell, ts in p.time_steps], + m[Symbol("dvRatedProduction"*_n)][t,ts] <= m[:dvSize][t] + ) + end end diff --git a/src/core/bau_scenario.jl b/src/core/bau_scenario.jl index 998a0058e..d4a9f21b0 100644 --- a/src/core/bau_scenario.jl +++ b/src/core/bau_scenario.jl @@ -26,6 +26,7 @@ struct BAUScenario <: AbstractScenario dhw_load::DomesticHotWaterLoad space_heating_load::SpaceHeatingLoad process_heat_load::ProcessHeatLoad + hydrogen_load::HydrogenLoad existing_boiler::Union{ExistingBoiler, Nothing} existing_chiller::Union{ExistingChiller, Nothing} outage_outputs::OutageOutputs @@ -93,9 +94,8 @@ function BAUScenario(s::Scenario) # no existing GHP ghp_option_list = [] - space_heating_thermal_load_reduction_with_ghp_kw = zeros(8760 * s.settings.time_steps_per_hour) - cooling_thermal_load_reduction_with_ghp_kw = zeros(8760 * s.settings.time_steps_per_hour) - + zero_load = zeros(8760 * s.settings.time_steps_per_hour) + t0, tf = s.electric_utility.outage_start_time_step, s.electric_utility.outage_end_time_step #= When a deterministic grid outage is modeled we must adjust the BAU critical load profile to keep the problem @@ -111,6 +111,10 @@ function BAUScenario(s::Scenario) if tf > t0 && t0 > 0 elec_load.critical_loads_kw[t0:tf] = zeros(tf-t0+1) # set crit load to zero end + + hydrogen_load = deepcopy(s.hydrogen_load) + hydrogen_load.loads_kg = zeros(8760 * s.settings.time_steps_per_hour) + outage_outputs = OutageOutputs() flexible_hvac = nothing @@ -138,13 +142,14 @@ function BAUScenario(s::Scenario) s.dhw_load, s.space_heating_load, s.process_heat_load, + hydrogen_load, s.existing_boiler, s.existing_chiller, outage_outputs, flexible_hvac, s.cooling_load, ghp_option_list, - space_heating_thermal_load_reduction_with_ghp_kw, - cooling_thermal_load_reduction_with_ghp_kw + zero_load, + zero_load ) end \ No newline at end of file diff --git a/src/core/compressor.jl b/src/core/compressor.jl new file mode 100644 index 000000000..5218ae9ae --- /dev/null +++ b/src/core/compressor.jl @@ -0,0 +1,128 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. + +""" +`Compressor` is an optional REopt input with the following keys and default values: +```julia + min_kw = 0.0, # Minimum compressor size in kW + max_kw = 1.0e9, # Maximum compressor size in kW + installed_cost_per_kw = 2612, # Total installed cost per kW of compressor capacity + om_cost_per_kw = 0, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh = 0, # Variable O&M cost based on production (\$/kWh of production) + efficiency_kwh_per_kg = 3.3, # Efficiency of the compressor in kWh of energy required per kg of hydrogen compressed + macrs_option_years = 7, # MACRS schedule for financial analysis (5 or 7 years). Set to zero to disable + macrs_bonus_fraction = 0.0, # Fraction of upfront project costs to depreciate in Year 1 in addition to scheduled depreciation + macrs_itc_reduction = 0.5, # Fraction of the ITC value by which the depreciable basis is reduced + federal_itc_fraction = 0.0, # Fraction of capital costs that are credited towards federal taxes + federal_rebate_per_kw = 0.0, # Federal rebates based on installed capacity (\$/kW) + state_ibi_fraction = 0.0, # Fraction of capital costs offset by state incentives + state_ibi_max = 1.0e10, # Maximum dollar value of state percentage-based capital cost incentives + state_rebate_per_kw = 0.0, # State rebates based on installed capacity (\$/kW) + state_rebate_max = 1.0e10, # Maximum state rebate + utility_ibi_fraction = 0.0, # Fraction of capital costs offset by utility incentives + utility_ibi_max = 1.0e10, # Maximum dollar value of utility percentage-based capital cost incentives + utility_rebate_per_kw = 0.0, # Utility rebates based on installed capacity (\$/kW) + utility_rebate_max = 1.0e10, # Maximum utility rebate + production_incentive_per_kwh = 0.0, # Revenue from production incentives per kWh of production, including curtailment + production_incentive_max_benefit = 1.0e9, # Maximum annual value in present terms of production-based incentives + production_incentive_years = 1, # Duration of production-based incentives from installation date in years + production_incentive_max_kw = 1.0e9, # Maximum system size eligible for production-based incentive (kW) + can_net_meter = false, # True/False for if technology has option to participate in a net metering agreement with utility + can_wholesale = false, # True/False for if technology has option to export production that is compensated at the wholesale_rate + can_export_beyond_nem_limit = false, # True/False for if technology can export production beyond the annual site load (and be compensated for that energy at the export_rate_beyond_net_metering_limit) + can_curtail= false, # True/False for if technology has the ability to curtail production + min_turn_down_fraction = 0.0 # Minimum compressor loading in fraction of capacity (size_kw) +``` +""" +struct Compressor <: AbstractCompressor + min_kw::Real + max_kw::Real + installed_cost_per_kw::Real + om_cost_per_kw::Real + om_cost_per_kwh::Real + efficiency_kwh_per_kg::Real + macrs_option_years::Int + macrs_bonus_fraction::Real + macrs_itc_reduction::Real + federal_itc_fraction::Real + federal_rebate_per_kw::Real + state_ibi_fraction::Real + state_ibi_max::Real + state_rebate_per_kw::Real + state_rebate_max::Real + utility_ibi_fraction::Real + utility_ibi_max::Real + utility_rebate_per_kw::Real + utility_rebate_max::Real + production_incentive_per_kwh::Real + production_incentive_max_benefit::Real + production_incentive_years::Int + production_incentive_max_kw::Real + can_net_meter::Bool + can_wholesale::Bool + can_export_beyond_nem_limit::Bool + can_curtail::Bool + min_turn_down_fraction::Real + + function Compressor(; + min_kw = 0.0, + max_kw = 1.0e9, + installed_cost_per_kw = 2612, + om_cost_per_kw = 0, + om_cost_per_kwh = 0, + efficiency_kwh_per_kg = 3.3, + macrs_option_years = 7, + macrs_bonus_fraction = 0.0, + macrs_itc_reduction = 0.5, + federal_itc_fraction = 0.0, + federal_rebate_per_kw = 0.0, + state_ibi_fraction = 0.0, + state_ibi_max = 1.0e10, + state_rebate_per_kw = 0.0, + state_rebate_max = 1.0e10, + utility_ibi_fraction = 0.0, + utility_ibi_max = 1.0e10, + utility_rebate_per_kw = 0.0, + utility_rebate_max = 1.0e10, + production_incentive_per_kwh = 0.0, + production_incentive_max_benefit = 1.0e9, + production_incentive_years = 1, + production_incentive_max_kw = 1.0e9, + can_net_meter = false, + can_wholesale = false, + can_export_beyond_nem_limit = false, + can_curtail= false, + min_turn_down_fraction = 0.0 + ) + + new( + min_kw, + max_kw, + installed_cost_per_kw, + om_cost_per_kw, + om_cost_per_kwh, + efficiency_kwh_per_kg, + macrs_option_years, + macrs_bonus_fraction, + macrs_itc_reduction, + federal_itc_fraction, + federal_rebate_per_kw, + state_ibi_fraction, + state_ibi_max, + state_rebate_per_kw, + state_rebate_max, + utility_ibi_fraction, + utility_ibi_max, + utility_rebate_per_kw, + utility_rebate_max, + production_incentive_per_kwh, + production_incentive_max_benefit, + production_incentive_years, + production_incentive_max_kw, + can_net_meter, + can_wholesale, + can_export_beyond_nem_limit, + can_curtail, + min_turn_down_fraction + ) + end +end \ No newline at end of file diff --git a/src/core/electric_utility.jl b/src/core/electric_utility.jl index e180683d6..ddd687a62 100644 --- a/src/core/electric_utility.jl +++ b/src/core/electric_utility.jl @@ -192,15 +192,19 @@ struct ElectricUtility emissions_factor_NOx_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["NOx"], emissions_factor_SO2_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["SO2"], emissions_factor_PM25_decrease_fraction::Real = EMISSIONS_DECREASE_DEFAULTS["PM25"], + # MPC + mpc_timesteps::Union{Nothing,Real} = nothing, ### Grid Clean Energy Fraction Inputs ### cambium_cef_metric::String = "cef_load", # Options = ["cef_load", "cef_gen"] # cef_load is the fraction of generation that is clean, for the generation that is allocated to a regionā€™s end-use load; cef_gen is the fraction of generation that is clean within a region - renewable_energy_fraction_series::Union{Real,Array{<:Real,1}} = Float64[], # Fraction of energy supplied by the grid that is renewable. Can be scalar or timeseries (aligned with time_steps_per_hour) + renewable_energy_fraction_series::Union{Real,Array{<:Real,1}} = Float64[] # Fraction of energy supplied by the grid that is renewable. Can be scalar or timeseries (aligned with time_steps_per_hour) ) + is_MPC = isnothing(latitude) || isnothing(longitude) cambium_region = "NA - Cambium data not used" # will be overwritten if Cambium is used - + + meters_to_region = nothing if !is_MPC # Check some inputs error_if_series_vals_not_0_to_1(renewable_energy_fraction_series, "ElectricUtility", "renewable_energy_fraction_series") @@ -315,6 +319,34 @@ struct ElectricUtility end end end + else # Is MPC + emissions_and_cef_series_dict = Dict{String, Union{Nothing,Array{<:Real,1}}}() + for (eseries, ekey) in [ + (emissions_factor_series_lb_CO2_per_kwh, "CO2"), + (emissions_factor_series_lb_NOx_per_kwh, "NOx"), + (emissions_factor_series_lb_SO2_per_kwh, "SO2"), + (emissions_factor_series_lb_PM25_per_kwh, "PM25") + ] + if off_grid_flag # no grid emissions for off-grid + emissions_and_cef_series_dict[ekey] = zeros(Float64, mpc_timesteps) + elseif isempty(eseries) # no user input + emissions_and_cef_series_dict[ekey] = zeros(Float64, mpc_timesteps) + @warn("No value was entered for $(ekey) emissions, setting to zero.") + elseif length(eseries) == 1 # user provided scalar or array of one value + emissions_and_cef_series_dict[ekey] = repeat(eseries, mpc_timesteps) + elseif length(eseries) == mpc_timesteps # user provided array with correct length + emissions_and_cef_series_dict[ekey] = eseries + else + emissions_and_cef_series_dict[ekey] = zeros(Float64, mpc_timesteps) + @warn("The $(ekey) emissions factor input must be a scalar, a 1 element array, or an array with length matching the provided loads_kw. The emissions factor series for $(ekey) has been set to zero.") + end + end + + if isnothing(emissions_factor_CO2_decrease_fraction) + emissions_factor_CO2_decrease_fraction = 0.0 + end + emissions_and_cef_series_dict["renewable_energy_fraction_series"] = Float64[] + end if !isempty(outage_durations) && min_resil_time_steps > maximum(outage_durations) @@ -347,10 +379,10 @@ struct ElectricUtility is_MPC ? "" : avert_emissions_region, is_MPC || isnothing(meters_to_region) ? typemax(Int64) : meters_to_region, cambium_region, - is_MPC ? Float64[] : emissions_and_cef_series_dict["CO2"], - is_MPC ? Float64[] : emissions_and_cef_series_dict["NOx"], - is_MPC ? Float64[] : emissions_and_cef_series_dict["SO2"], - is_MPC ? Float64[] : emissions_and_cef_series_dict["PM25"], + emissions_and_cef_series_dict["CO2"], + emissions_and_cef_series_dict["NOx"], + emissions_and_cef_series_dict["SO2"], + emissions_and_cef_series_dict["PM25"], emissions_factor_CO2_decrease_fraction, emissions_factor_NOx_decrease_fraction, emissions_factor_SO2_decrease_fraction, diff --git a/src/core/electrolyzer.jl b/src/core/electrolyzer.jl new file mode 100644 index 000000000..a042c2a44 --- /dev/null +++ b/src/core/electrolyzer.jl @@ -0,0 +1,132 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. + +""" +`Electrolyzer` is an optional REopt input with the following keys and default values: +```julia + min_kw = 0.0, # Minimum electrolyzer size in kW + max_kw = 1.0e9, # Maximum electrolyzer size in kW + installed_cost_per_kw = 1413, # Total installed cost per kW of electrolyzer capacity + om_cost_per_kw = 66.16, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh = 0.0005, # Variable O&M cost based on production (\$/kWh of production) + require_compression = true, # If true, a compressor is sized and the hydrogen produced by the electrolyzer is compressed to higher pressures before storage + efficiency_kwh_per_kg = 55.8, # Efficiency of the electrolyzer in kWh of energy required per kg of hydrogen produced + macrs_option_years = 7, # MACRS schedule for financial analysis (5 or 7 years). Set to zero to disable + macrs_bonus_fraction = 0.8, # Fraction of upfront project costs to depreciate in Year 1 in addition to scheduled depreciation + macrs_itc_reduction = 0.5, # Fraction of the ITC value by which the depreciable basis is reduced + federal_itc_fraction = 0.3, # Fraction of capital costs that are credited towards federal taxes + federal_rebate_per_kw = 0.0, # Federal rebates based on installed capacity (\$/kW) + state_ibi_fraction = 0.0, # Fraction of capital costs offset by state incentives + state_ibi_max = 1.0e10, # Maximum dollar value of state percentage-based capital cost incentives + state_rebate_per_kw = 0.0, # State rebates based on installed capacity (\$/kW) + state_rebate_max = 1.0e10, # Maximum state rebate + utility_ibi_fraction = 0.0, # Fraction of capital costs offset by utility incentives + utility_ibi_max = 1.0e10, # Maximum dollar value of utility percentage-based capital cost incentives + utility_rebate_per_kw = 0.0, # Utility rebates based on installed capacity (\$/kW) + utility_rebate_max = 1.0e10, # Maximum utility rebate + production_incentive_per_kwh = 0.0, # Revenue from production incentives per kWh of production, including curtailment + production_incentive_max_benefit = 1.0e9, # Maximum annual value in present terms of production-based incentives + production_incentive_years = 1, # Duration of production-based incentives from installation date in years + production_incentive_max_kw = 1.0e9, # Maximum system size eligible for production-based incentive (kW) + can_net_meter = false, # True/False for if technology has option to participate in a net metering agreement with utility + can_wholesale = false, # True/False for if technology has option to export production that is compensated at the wholesale_rate + can_export_beyond_nem_limit = false, # True/False for if technology can export production beyond the annual site load (and be compensated for that energy at the export_rate_beyond_net_metering_limit) + can_curtail= false, # True/False for if technology has the ability to curtail production + min_turn_down_fraction = 0.0 # Minimum electrolyzer loading in fraction of capacity (size_kw) +``` +""" +struct Electrolyzer <: AbstractElectrolyzer + min_kw::Real + max_kw::Real + installed_cost_per_kw::Real + om_cost_per_kw::Real + om_cost_per_kwh::Real + require_compression::Bool + efficiency_kwh_per_kg::Real + macrs_option_years::Int + macrs_bonus_fraction::Real + macrs_itc_reduction::Real + federal_itc_fraction::Real + federal_rebate_per_kw::Real + state_ibi_fraction::Real + state_ibi_max::Real + state_rebate_per_kw::Real + state_rebate_max::Real + utility_ibi_fraction::Real + utility_ibi_max::Real + utility_rebate_per_kw::Real + utility_rebate_max::Real + production_incentive_per_kwh::Real + production_incentive_max_benefit::Real + production_incentive_years::Int + production_incentive_max_kw::Real + can_net_meter::Bool + can_wholesale::Bool + can_export_beyond_nem_limit::Bool + can_curtail::Bool + min_turn_down_fraction::Real + + function Electrolyzer(; + min_kw = 0.0, + max_kw = 1.0e9, + installed_cost_per_kw = 1413, + om_cost_per_kw = 66.16, + om_cost_per_kwh = 0.0005, + require_compression = true, + efficiency_kwh_per_kg = 55.8, + macrs_option_years = 7, + macrs_bonus_fraction = 0.8, + macrs_itc_reduction = 0.5, + federal_itc_fraction = 0.3, + federal_rebate_per_kw = 0.0, + state_ibi_fraction = 0.0, + state_ibi_max = 1.0e10, + state_rebate_per_kw = 0.0, + state_rebate_max = 1.0e10, + utility_ibi_fraction = 0.0, + utility_ibi_max = 1.0e10, + utility_rebate_per_kw = 0.0, + utility_rebate_max = 1.0e10, + production_incentive_per_kwh = 0.0, + production_incentive_max_benefit = 1.0e9, + production_incentive_years = 1, + production_incentive_max_kw = 1.0e9, + can_net_meter = false, + can_wholesale = false, + can_export_beyond_nem_limit = false, + can_curtail= false, + min_turn_down_fraction = 0.0 + ) + + new( + min_kw, + max_kw, + installed_cost_per_kw, + om_cost_per_kw, + om_cost_per_kwh, + require_compression, + efficiency_kwh_per_kg, + macrs_option_years, + macrs_bonus_fraction, + macrs_itc_reduction, + federal_itc_fraction, + federal_rebate_per_kw, + state_ibi_fraction, + state_ibi_max, + state_rebate_per_kw, + state_rebate_max, + utility_ibi_fraction, + utility_ibi_max, + utility_rebate_per_kw, + utility_rebate_max, + production_incentive_per_kwh, + production_incentive_max_benefit, + production_incentive_years, + production_incentive_max_kw, + can_net_meter, + can_wholesale, + can_export_beyond_nem_limit, + can_curtail, + min_turn_down_fraction + ) + end +end \ No newline at end of file diff --git a/src/core/energy_storage/electric_storage.jl b/src/core/energy_storage/electric_storage.jl index 0a93969a8..c62fd2d32 100644 --- a/src/core/energy_storage/electric_storage.jl +++ b/src/core/energy_storage/electric_storage.jl @@ -187,6 +187,10 @@ end model_degradation::Bool = false degradation::Dict = Dict() minimum_avg_soc_fraction::Float64 = 0.0 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Battery self-discharge per timestep, as a fraction of the system's rated kWh capacity + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Battery self-discharge per timestep, as a fraction of the kWh stored in each timestep + fixed_dispatch_series::Union{Nothing, Array{Real,1}} = nothing + require_start_and_end_charge_to_be_equal::Bool = false optimize_soc_init_fraction::Bool = false # If true, soc_init_fraction will not apply. Model will optimize initial SOC and constrain initial SOC = final SOC. min_duration_hours::Real = 0.0 # Minimum amount of time storage can discharge at its rated power capacity max_duration_hours::Real = 100000.0 # Maximum amount of time storage can discharge at its rated power capacity (ratio of ElectricStorage size_kwh to size_kw) @@ -223,6 +227,10 @@ Base.@kwdef struct ElectricStorageDefaults model_degradation::Bool = false degradation::Dict = Dict() minimum_avg_soc_fraction::Float64 = 0.0 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + fixed_dispatch_series::Union{Nothing, Array{Real,1}} = nothing + require_start_and_end_charge_to_be_equal::Bool = false optimize_soc_init_fraction::Bool = false min_duration_hours::Real = 0.0 max_duration_hours::Real = 100000.0 @@ -267,6 +275,10 @@ struct ElectricStorage <: AbstractElectricStorage model_degradation::Bool degradation::Degradation minimum_avg_soc_fraction::Float64 + capacity_based_per_ts_self_discharge_fraction::Float64 + soc_based_per_ts_self_discharge_fraction::Float64 + fixed_dispatch_series::Union{Nothing, Array{Real,1}} + require_start_and_end_charge_to_be_equal::Bool optimize_soc_init_fraction::Bool min_duration_hours::Real max_duration_hours::Real @@ -361,6 +373,10 @@ struct ElectricStorage <: AbstractElectricStorage s.model_degradation, degr, s.minimum_avg_soc_fraction, + s.capacity_based_per_ts_self_discharge_fraction, + s.soc_based_per_ts_self_discharge_fraction, + s.fixed_dispatch_series, + s.require_start_and_end_charge_to_be_equal, s.optimize_soc_init_fraction, s.min_duration_hours, s.max_duration_hours diff --git a/src/core/energy_storage/hydrogen_storage.jl b/src/core/energy_storage/hydrogen_storage.jl new file mode 100644 index 000000000..b278a6213 --- /dev/null +++ b/src/core/energy_storage/hydrogen_storage.jl @@ -0,0 +1,113 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`HydrogenStorage` is an optional REopt input with the following keys and default values: + +```julia + min_kg::Real = 0.0, # Minimum hydrogen storage capacity in kg + max_kg::Real = 1.0e6, # Maximum hydrogen storage capacity in kg + soc_min_fraction::Float64 = 0.05, # Minimum state of charge fraction + soc_init_fraction::Float64 = 0.5, # Initial state of charge fraction + installed_cost_per_kg::Real = 500.0, # Total installed cost per kg of hydrogen storage + replace_cost_per_kg::Real = 300.0, # Replacement cost per kg of hydrogen storage + replacement_year::Int = 25, # Year of the analysis in which the storage tank is replaced + macrs_option_years::Int = 7, # MACRS schedule for financial analysis (5 or 7 years). Set to zero to disable + macrs_bonus_fraction::Float64 = 0.8, # Fraction of upfront project costs to depreciate in Year 1 in addition to scheduled depreciation + macrs_itc_reduction::Float64 = 0.5, # Fraction of the ITC value by which the depreciable basis is reduced + total_itc_fraction::Float64 = 0.3, # Total Investment Tax Credit (ITC) fraction + minimum_avg_soc_fraction::Float64 = 0.0, # Minimum average state of charge fraction of the system over a typical year of operation + soc_min_applies_during_outages::Bool = false, # If true, the minimum state of charge fraction applies during outages. Otherwise min SOC is set to 0 during outages. + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Storage leakage per timestep, as a fraction of the rated kg capacity of the H2 storage tank + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Storage leakage per timestep, as a fraction of the kg of H2 stored in each timestep + require_start_and_end_charge_to_be_equal::Bool = true, # If true, the model will constrain final SOC = initial SOC +``` +""" +Base.@kwdef struct HydrogenStorageDefaults + min_kg::Real = 0.0 + max_kg::Real = 1.0e6 + soc_min_fraction::Float64 = 0.05 + soc_init_fraction::Float64 = 0.5 + installed_cost_per_kg::Real = 1524 + replace_cost_per_kg::Real = 300.0 + replacement_year::Int = 25 + macrs_option_years::Int = 7 + macrs_bonus_fraction::Float64 = 0.8 + macrs_itc_reduction::Float64 = 0.5 + total_itc_fraction::Float64 = 0.3 + total_rebate_per_kg::Real = 0.0 + minimum_avg_soc_fraction::Float64 = 0.0 + soc_min_applies_during_outages::Bool = false + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + require_start_and_end_charge_to_be_equal::Bool = true +end + + +""" + function HydrogenStorage(d::Dict, f::Financial, settings::Settings) + +Construct HydrogenStorage struct from Dict with keys-val pairs from the +REopt HydrogenStorage and Financial inputs. +""" +struct HydrogenStorage <: AbstractHydrogenStorage + min_kg::Real + max_kg::Real + soc_min_fraction::Float64 + soc_init_fraction::Float64 + installed_cost_per_kg::Real + replace_cost_per_kg::Real + replacement_year::Int + macrs_option_years::Int + macrs_bonus_fraction::Float64 + macrs_itc_reduction::Float64 + total_itc_fraction::Float64 + total_rebate_per_kg::Real + net_present_cost_per_kg::Real + minimum_avg_soc_fraction::Float64 + soc_min_applies_during_outages::Bool + capacity_based_per_ts_self_discharge_fraction::Float64 + soc_based_per_ts_self_discharge_fraction::Float64 + require_start_and_end_charge_to_be_equal::Bool + + function HydrogenStorage(d::Dict, f::Financial) + s = HydrogenStorageDefaults(;d...) + + if s.replacement_year >= f.analysis_years + @warn "Hydrogen storage tank replacement costs (per_kg) will not be considered because replacement_year >= analysis_years." + end + + net_present_cost_per_kg = effective_cost(; + itc_basis = s.installed_cost_per_kg, + replacement_cost = s.replacement_year >= f.analysis_years ? 0.0 : s.replace_cost_per_kg, + replacement_year = s.replacement_year, + discount_rate = f.owner_discount_rate_fraction, + tax_rate = f.owner_tax_rate_fraction, + itc = s.total_itc_fraction, + macrs_schedule = s.macrs_option_years == 7 ? f.macrs_seven_year : f.macrs_five_year, + macrs_bonus_fraction = s.macrs_bonus_fraction, + macrs_itc_reduction = s.macrs_itc_reduction + ) + + net_present_cost_per_kg -= s.total_rebate_per_kg + + return new( + s.min_kg, + s.max_kg, + s.soc_min_fraction, + s.soc_init_fraction, + s.installed_cost_per_kg, + s.replace_cost_per_kg, + s.replacement_year, + s.macrs_option_years, + s.macrs_bonus_fraction, + s.macrs_itc_reduction, + s.total_itc_fraction, + s.total_rebate_per_kg, + net_present_cost_per_kg, + s.minimum_avg_soc_fraction, + s.soc_min_applies_during_outages, + s.capacity_based_per_ts_self_discharge_fraction, + s.soc_based_per_ts_self_discharge_fraction, + s.require_start_and_end_charge_to_be_equal + ) + end +end diff --git a/src/core/energy_storage/storage.jl b/src/core/energy_storage/storage.jl index f276db728..8ab7cdb91 100644 --- a/src/core/energy_storage/storage.jl +++ b/src/core/energy_storage/storage.jl @@ -16,6 +16,9 @@ mutable struct StorageTypes thermal::Vector{String} hot::Vector{String} cold::Vector{String} + hydrogen::Vector{String} + nonhydrogen::Vector{String} + hightemp::Vector{String} end ``` """ @@ -25,10 +28,15 @@ mutable struct StorageTypes thermal::Vector{String} hot::Vector{String} cold::Vector{String} - + hydrogen::Vector{String} + nonhydrogen::Vector{String} + hightemp::Vector{String} function StorageTypes() new( + String[], + String[], + String[], String[], String[], String[], @@ -42,21 +50,38 @@ mutable struct StorageTypes elec_storage = String[] hot_storage = String[] cold_storage = String[] + hydrogen_storage = String[] + non_hydrogen_storage = String[] + high_temp_thermal_storage = String[] for (k,v) in d - if v.max_kw > 0.0 && v.max_kwh > 0.0 - push!(all_storage, k) + if typeof(v) <: AbstractHydrogenStorage + + if v.max_kg > 0.0 - if typeof(v) <: AbstractElectricStorage - push!(elec_storage, k) + push!(all_storage, k) + push!(hydrogen_storage, k) - elseif typeof(v) <: HotThermalStorage - push!(hot_storage, k) - elseif typeof(v) <: ColdThermalStorage - push!(cold_storage, k) - else - throw(@error("Storage not labeled as Hot or Cold, or Electric.")) + end + else + if v.max_kw > 0.0 && v.max_kwh > 0.0 + + push!(all_storage, k) + push!(non_hydrogen_storage, k) + + if typeof(v) <: AbstractElectricStorage + push!(elec_storage, k) + elseif typeof(v) <: HotThermalStorage + push!(hot_storage, k) + elseif typeof(v) <: HighTempThermalStorage || typeof(v) <: MPCHighTempThermalStorage #TODO: make AbstractHighTempThermalStorage to check instead? + push!(hot_storage, k) + push!(high_temp_thermal_storage, k) + elseif typeof(v) <: ColdThermalStorage + push!(cold_storage, k) + else + throw(@error("Storage not labeled as Hot or Cold, or Electric.")) + end end end end @@ -68,7 +93,10 @@ mutable struct StorageTypes elec_storage, thermal_storage, hot_storage, - cold_storage + cold_storage, + hydrogen_storage, + non_hydrogen_storage, + high_temp_thermal_storage ) end end diff --git a/src/core/energy_storage/thermal_storage.jl b/src/core/energy_storage/thermal_storage.jl index 41ffb6aff..97527905e 100644 --- a/src/core/energy_storage/thermal_storage.jl +++ b/src/core/energy_storage/thermal_storage.jl @@ -11,12 +11,13 @@ Cold thermal energy storage sytem; specifically, a chilled water system used to max_gal::Float64 = 0.0 hot_water_temp_degF::Float64 = 56.0 # Warmed-side return water temperature from the cooling load to the ColdTES (top of tank) cool_water_temp_degF::Float64 = 44.0 # Chilled-side supply water temperature from ColdTES (bottom of tank) to the cooling load - internal_efficiency_fraction::Float64 = 0.999999 # Thermal losses due to mixing from thermal power entering or leaving tank + internal_efficiency_fraction::Float64 = 0.999999 # Efficiency due to mixing losses from thermal power entering or leaving tank soc_min_fraction::Float64 = 0.1 # Minimum allowable TES thermal state of charge soc_init_fraction::Float64 = 0.5 # TES thermal state of charge at first hour of optimization - installed_cost_per_gal::Float64 = 1.50 # Thermal energy-based cost of TES (e.g. volume of the tank) - thermal_decay_rate_fraction::Float64 = 0.0004 # Thermal loss (gain) rate as a fraction of energy storage capacity, per hour (frac*energy_capacity/hr = kw_thermal) - om_cost_per_gal::Float64 = 0.0 # Yearly fixed O&M cost dependent on storage energy size + installed_cost_per_gal::Float64 = 1.50 # Thermal energy capacity based cost of TES + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Thermal loss (gain) per timestep, as a fraction of the energy stored in each timestep + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0004 # Thermal loss (gain) per timestep, as a fraction of the rated storage capacity per timestep; the provided default is for an hourly thermal loss/gain + om_cost_per_gal::Float64 = 0.0 # Yearly fixed O&M cost dependent on storage energy capacity macrs_option_years::Int = 7 macrs_bonus_fraction::Float64 = 0.6 macrs_itc_reduction::Float64 = 0.5 @@ -33,7 +34,8 @@ Base.@kwdef struct ColdThermalStorageDefaults <: AbstractThermalStorageDefaults soc_min_fraction::Float64 = 0.1 soc_init_fraction::Float64 = 0.5 installed_cost_per_gal::Float64 = 1.50 - thermal_decay_rate_fraction::Float64 = 0.0004 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0004 om_cost_per_gal::Float64 = 0.0 macrs_option_years::Int = 7 macrs_bonus_fraction::Float64 = 0.6 @@ -51,12 +53,13 @@ end max_gal::Float64 = 0.0 hot_water_temp_degF::Float64 = 180.0 cool_water_temp_degF::Float64 = 160.0 - internal_efficiency_fraction::Float64 = 0.999999 - soc_min_fraction::Float64 = 0.1 - soc_init_fraction::Float64 = 0.5 - installed_cost_per_gal::Float64 = 1.50 - thermal_decay_rate_fraction::Float64 = 0.0004 - om_cost_per_gal::Float64 = 0.0 + internal_efficiency_fraction::Float64 = 0.999999 # Efficiency due to mixing losses from thermal power entering or leaving tank + soc_min_fraction::Float64 = 0.1 # Minimum allowable TES thermal state of charge + soc_init_fraction::Float64 = 0.5 # TES thermal state of charge at first hour of optimization + installed_cost_per_gal::Float64 = 1.50 # Thermal energy capacity based cost of TES + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Energy loss per timestep, as a fraction of the energy stored in each timestep + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0004 # Energy loss per timestep, as a fraction of the rated storage capacity per timestep; the provided default is for an hourly thermal loss/gain + om_cost_per_gal::Float64 = 0.0 # Yearly fixed O&M cost dependent on storage energy capacity macrs_option_years::Int = 7 macrs_bonus_fraction::Float64 = 0.6 macrs_itc_reduction::Float64 = 0.5 @@ -76,7 +79,8 @@ Base.@kwdef struct HotThermalStorageDefaults <: AbstractThermalStorageDefaults soc_min_fraction::Float64 = 0.1 soc_init_fraction::Float64 = 0.5 installed_cost_per_gal::Float64 = 1.50 - thermal_decay_rate_fraction::Float64 = 0.0004 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0004 om_cost_per_gal::Float64 = 0.0 macrs_option_years::Int = 7 macrs_bonus_fraction::Float64 = 0.6 @@ -89,6 +93,86 @@ Base.@kwdef struct HotThermalStorageDefaults <: AbstractThermalStorageDefaults end +""" +`HighTempThermalStorage` models a generic thermal storage medium for storing thermal energy at high temperatures to serve process heat loads. +The storage charging mechanism is decoupled from the discharge mechanism, allowing the components to be independently sized and costed. +The user has the option to constrain charge and discharge power to be less than a specified fraction of the energy stored in the system, +as well as optionally account for auxiliary pump power consumption based on the rate of energy discharge. + +`HighTempThermalStorage` is an optional REopt input with the following keys and default values: +```julia + min_kw_charge::Float64 = 0.0, # Minimum charge mechanism size in kW (may be decoupled from the discharge mechanism) + max_kw_charge::Float64 = 0.0, # Maximum charge mechanism size in kW (may be decoupled from the discharge mechanism) + min_kw_discharge::Float64 = 0.0, # Minimum discharge mechanism size in kW (may be decoupled from the charge mechanism) + max_kw_discharge::Float64 = 0.0, # Maximum discharge mechanism size in kW (may be decoupled from the charge mechanism) + min_kwh::Float64 = 0.0, # Minimum storage size in kWh + max_kwh::Float64 = 0.0, # Maximum storage size in kWh + constrain_dispatch_to_stored_kwh::Bool = false, # True/False for if maximum charge and discharge power in timestep t is constrained to be less than a fraction of the energy stored in the system in timestep t-1 + charge_limit_as_fraction_of_stored_kwh::Float64 = 1.0, # If constrain_dispatch_to_stored_kwh is true, limit charging power to this fraction of the energy stored in the system in the previous timestep + discharge_limit_as_fraction_of_stored_kwh::Float64 = 1.0, # If constrain_dispatch_to_stored_kwh is true, limit discharging power to this fraction of the energy stored in the system in the previous timestep + include_discharge_pump_losses::Bool = false, # True/False for if auxiliary pump losses based on discharge power are modeled + pump_loss_as_fraction_of_discharge_kw::Float64 = 0.01, # Fraction of discharge power that is consumed as electricity by the auxiliary pump. This electric power must be supplied by another source. + charge_efficiency::Float64 = 0.98, # Efficiency of the charge mechanism + discharge_efficiency::Float64 = 0.903, # Efficiency of the discharge mechanism + soc_min_fraction::Float64 = 0.1, # Minimum state of charge fraction + soc_init_fraction::Float64 = 0.5, # Initial state of charge fraction + installed_cost_per_kwh::Float64 = 5.0, # Total installed cost per kWh of thermal storage + installed_cost_per_kw_charge::Float64 = 7.3, # Total installed cost of the charge mechanism (\$/kW) + installed_cost_per_kw_discharge::Float64 = 7.3, # Total installed cost of the discharge mechanism (\$/kW) + om_cost_per_kwh::Float64 = 0.0, # Fixed O&M based on installed storage capacity (\$/kWh) + min_kw::Float64 = min(min_kw_charge, min_kw_discharge), # Minimum charge/discharge power in kW + max_kw::Float64 = max(max_kw_charge, max_kw_discharge), # Maximum charge/discharge power in kW + minimum_avg_soc_fraction::Float64 = 0.0, # Minimum average state of charge fraction of the system over a typical year of operation + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Energy loss per timestep, as a fraction of the energy stored in each timestep + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0004 # Energy loss per timestep, as a fraction of the rated storage capacity per timestep; the provided default is for an hourly thermal loss/gain + macrs_option_years::Int = 7, # MACRS schedule for financial analysis (5 or 7 years). Set to zero to disable + macrs_bonus_fraction::Float64 = 0.6, # Fraction of upfront project costs to depreciate in Year 1 in addition to scheduled depreciation + macrs_itc_reduction::Float64 = 0.5, # Fraction of the ITC value by which the depreciable basis is reduced + total_itc_fraction::Float64 = 0.3, # Total Investment Tax Credit (ITC) fraction + total_rebate_per_kwh::Float64 = 0.0, # Total rebate based on installed storage capacity (\$/kWh) + can_supply_steam_turbine::Bool = true, # True/False for if technology can supply steam to the steam turbine for electric production + can_serve_dhw::Bool = false, # True/False for if technology can supply heat to the domestic hot water loads + can_serve_space_heating::Bool = false, # True/False for if technology can supply heat to the space heating loads + can_serve_process_heat::Bool = true, # True/False for if technology can supply heat to the process heat loads +``` +""" +Base.@kwdef struct HighTempThermalStorageDefaults <: AbstractThermalStorageDefaults + min_kw_charge::Float64 = 0.0 + max_kw_charge::Float64 = 0.0 + min_kw_discharge::Float64 = 0.0 + max_kw_discharge::Float64 = 0.0 + min_kwh::Float64 = 0.0 + max_kwh::Float64 = 0.0 + constrain_dispatch_to_stored_kwh::Bool = false + charge_limit_as_fraction_of_stored_kwh::Float64 = 1.0 + discharge_limit_as_fraction_of_stored_kwh::Float64 = 1.0 + include_discharge_pump_losses::Bool = false + pump_loss_as_fraction_of_discharge_kw::Float64 = 0.01 + charge_efficiency::Float64 = 0.98 + discharge_efficiency::Float64 = 0.903 + soc_min_fraction::Float64 = 0.1 + soc_init_fraction::Float64 = 0.5 + installed_cost_per_kwh::Float64 = 5.0 + installed_cost_per_kw_charge::Float64 = 7.3 + installed_cost_per_kw_discharge::Float64 = 7.3 + om_cost_per_kwh::Float64 = 0.0 + min_kw::Float64 = min(min_kw_charge, min_kw_discharge) + max_kw::Float64 = max(max_kw_charge, max_kw_discharge) + minimum_avg_soc_fraction::Float64 = 0.0 + thermal_decay_rate_fraction::Float64 = 0.0004 + macrs_option_years::Int = 7 + macrs_bonus_fraction::Float64 = 0.6 + macrs_itc_reduction::Float64 = 0.5 + total_itc_fraction::Float64 = 0.3 + total_rebate_per_kwh::Real = 0.0 + total_rebate_per_kw_charge::Real = 0.0 + total_rebate_per_kw_discharge::Real = 0.0 + can_supply_steam_turbine::Bool = true + can_serve_dhw::Bool = false + can_serve_space_heating::Bool = false + can_serve_process_heat::Bool = true +end + """ function ColdThermalStorage(d::Dict, f::Financial, time_steps_per_hour::Int) @@ -105,7 +189,8 @@ struct ColdThermalStorage <: AbstractThermalStorage soc_min_fraction::Float64 soc_init_fraction::Float64 installed_cost_per_gal::Float64 - thermal_decay_rate_fraction::Float64 + soc_based_per_ts_self_discharge_fraction::Float64 + capacity_based_per_ts_self_discharge_fraction::Float64 om_cost_per_gal::Float64 macrs_option_years::Int macrs_bonus_fraction::Float64 @@ -154,7 +239,8 @@ struct ColdThermalStorage <: AbstractThermalStorage s.soc_min_fraction, s.soc_init_fraction, s.installed_cost_per_gal, - s.thermal_decay_rate_fraction, + s.soc_based_per_ts_self_discharge_fraction, + s.capacity_based_per_ts_self_discharge_fraction, s.om_cost_per_gal, s.macrs_option_years, s.macrs_bonus_fraction, @@ -188,7 +274,8 @@ struct HotThermalStorage <: AbstractThermalStorage soc_min_fraction::Float64 soc_init_fraction::Float64 installed_cost_per_gal::Float64 - thermal_decay_rate_fraction::Float64 + soc_based_per_ts_self_discharge_fraction::Float64 + capacity_based_per_ts_self_discharge_fraction::Float64 om_cost_per_gal::Float64 macrs_option_years::Int macrs_bonus_fraction::Float64 @@ -240,7 +327,8 @@ struct HotThermalStorage <: AbstractThermalStorage s.soc_min_fraction, s.soc_init_fraction, s.installed_cost_per_gal, - s.thermal_decay_rate_fraction, + s.soc_based_per_ts_self_discharge_fraction, + s.capacity_based_per_ts_self_discharge_fraction, s.om_cost_per_gal, s.macrs_option_years, s.macrs_bonus_fraction, @@ -261,4 +349,130 @@ struct HotThermalStorage <: AbstractThermalStorage end end - \ No newline at end of file + +""" +function HighTempThermalStorage(d::Dict, f::Financial, time_steps_per_hour::Int) + +Construct HighTempThermalStorage struct from Dict with keys-val pairs from the +REopt HighTempThermalStorage and Financial inputs. +""" +struct HighTempThermalStorage <: AbstractThermalStorage + min_kw_charge::Float64 + max_kw_charge::Float64 + min_kw_discharge::Float64 + max_kw_discharge::Float64 + min_kwh::Float64 + max_kwh::Float64 + constrain_dispatch_to_stored_kwh::Bool + charge_limit_as_fraction_of_stored_kwh::Float64 + discharge_limit_as_fraction_of_stored_kwh::Float64 + include_discharge_pump_losses::Bool + pump_loss_as_fraction_of_discharge_kw::Float64 + charge_efficiency::Float64 + discharge_efficiency::Float64 + soc_min_fraction::Float64 + soc_init_fraction::Float64 + installed_cost_per_kwh::Float64 + installed_cost_per_kw_charge::Float64 + installed_cost_per_kw_discharge::Float64 + net_present_cost_per_kwh::Float64 + net_present_cost_per_kw_charge::Float64 + net_present_cost_per_kw_discharge::Float64 + om_cost_per_kwh::Float64 + min_kw::Float64 + max_kw::Float64 + minimum_avg_soc_fraction::Float64 + thermal_decay_rate_fraction::Float64 + macrs_option_years::Int + macrs_bonus_fraction::Float64 + macrs_itc_reduction::Float64 + total_itc_fraction::Float64 + total_rebate_per_kwh::Real + total_rebate_per_kw_charge::Real + total_rebate_per_kw_discharge::Real + can_supply_steam_turbine::Bool + can_serve_dhw::Bool + can_serve_space_heating::Bool + can_serve_process_heat::Bool + + function HighTempThermalStorage(s::AbstractThermalStorageDefaults, f::Financial, time_steps_per_hour::Int) + + net_present_cost_per_kwh = effective_cost(; + itc_basis = s.installed_cost_per_kwh, + replacement_cost = 0.0, + replacement_year = 100, + discount_rate = f.owner_discount_rate_fraction, + tax_rate = f.owner_tax_rate_fraction, + itc = s.total_itc_fraction, + macrs_schedule = s.macrs_option_years == 7 ? f.macrs_seven_year : f.macrs_five_year, + macrs_bonus_fraction = s.macrs_bonus_fraction, + macrs_itc_reduction = s.macrs_itc_reduction + ) - s.total_rebate_per_kwh + + net_present_cost_per_kw_charge = effective_cost(; + itc_basis = s.installed_cost_per_kw_charge, + replacement_cost = 0.0, + replacement_year = 100, + discount_rate = f.owner_discount_rate_fraction, + tax_rate = f.owner_tax_rate_fraction, + itc = s.total_itc_fraction, + macrs_schedule = s.macrs_option_years == 7 ? f.macrs_seven_year : f.macrs_five_year, + macrs_bonus_fraction = s.macrs_bonus_fraction, + macrs_itc_reduction = s.macrs_itc_reduction, + rebate_per_kw = s.total_rebate_per_kw_charge + ) + + net_present_cost_per_kw_discharge = effective_cost(; + itc_basis = s.installed_cost_per_kw_discharge, + replacement_cost = 0.0, + replacement_year = 100, + discount_rate = f.owner_discount_rate_fraction, + tax_rate = f.owner_tax_rate_fraction, + itc = s.total_itc_fraction, + macrs_schedule = s.macrs_option_years == 7 ? f.macrs_seven_year : f.macrs_five_year, + macrs_bonus_fraction = s.macrs_bonus_fraction, + macrs_itc_reduction = s.macrs_itc_reduction, + rebate_per_kw = s.total_rebate_per_kw_charge + ) + + return new( + s.min_kw_charge, + s.max_kw_charge, + s.min_kw_discharge, + s.max_kw_discharge, + s.min_kwh, + s.max_kwh, + s.constrain_dispatch_to_stored_kwh, + s.charge_limit_as_fraction_of_stored_kwh, + s.discharge_limit_as_fraction_of_stored_kwh, + s.include_discharge_pump_losses, + s.pump_loss_as_fraction_of_discharge_kw, + s.charge_efficiency, + s.discharge_efficiency, + s.soc_min_fraction, + s.soc_init_fraction, + s.installed_cost_per_kwh, + s.installed_cost_per_kw_charge, + s.installed_cost_per_kw_discharge, + net_present_cost_per_kwh, + net_present_cost_per_kw_charge, + net_present_cost_per_kw_discharge, + s.om_cost_per_kwh, + s.min_kw, + s.max_kw, + s.minimum_avg_soc_fraction, + s.thermal_decay_rate_fraction, + s.macrs_option_years, + s.macrs_bonus_fraction, + s.macrs_itc_reduction, + s.total_itc_fraction, + s.total_rebate_per_kwh, + s.total_rebate_per_kw_charge, + s.total_rebate_per_kw_discharge, + s.can_supply_steam_turbine, + s.can_serve_dhw, + s.can_serve_space_heating, + s.can_serve_process_heat, + ) + end +end \ No newline at end of file diff --git a/src/core/fuel_cell.jl b/src/core/fuel_cell.jl new file mode 100644 index 000000000..76acbd133 --- /dev/null +++ b/src/core/fuel_cell.jl @@ -0,0 +1,128 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. + +""" +`Fuel Cell` is an optional REopt input with the following keys and default values: +```julia + min_kw = 0.0, # Minimum fuel cell size in kW + max_kw = 1.0e9, # Maximum fuel cell size in kW + installed_cost_per_kw = 2655, # Total installed cost per kW of fuel cell capacity + om_cost_per_kw = 16, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh = 0.0016, # Variable O&M cost based on production (\$/kWh of production) + efficiency_kwh_per_kg = 15.98, # Efficiency of the fuel cell in kWh of electricity generated per kg of hydrogen consumed + macrs_option_years = 7, # MACRS schedule for financial analysis (5 or 7 years). Set to zero to disable + macrs_bonus_fraction = 0.8, # Fraction of upfront project costs to depreciate in Year 1 in addition to scheduled depreciation + macrs_itc_reduction = 0.5, # Fraction of the ITC value by which the depreciable basis is reduced + federal_itc_fraction = 0.3, # Fraction of capital costs that are credited towards federal taxes + federal_rebate_per_kw = 0.0, # Federal rebates based on installed capacity (\$/kW) + state_ibi_fraction = 0.0, # Fraction of capital costs offset by state incentives + state_ibi_max = 1.0e10, # Maximum dollar value of state percentage-based capital cost incentives + state_rebate_per_kw = 0.0, # State rebates based on installed capacity (\$/kW) + state_rebate_max = 1.0e10, # Maximum state rebate + utility_ibi_fraction = 0.0, # Fraction of capital costs offset by utility incentives + utility_ibi_max = 1.0e10, # Maximum dollar value of utility percentage-based capital cost incentives + utility_rebate_per_kw = 0.0, # Utility rebates based on installed capacity (\$/kW) + utility_rebate_max = 1.0e10, # Maximum utility rebate + production_incentive_per_kwh = 0.0, # Revenue from production incentives per kWh of production, including curtailment + production_incentive_max_benefit = 1.0e9, # Maximum annual value in present terms of production-based incentives + production_incentive_years = 1, # Duration of production-based incentives from installation date in years + production_incentive_max_kw = 1.0e9, # Maximum system size eligible for production-based incentive (kW) + can_net_meter = false, # True/False for if technology has option to participate in a net metering agreement with utility + can_wholesale = false, # True/False for if technology has option to export production that is compensated at the wholesale_rate + can_export_beyond_nem_limit = false, # True/False for if technology can export production beyond the annual site load (and be compensated for that energy at the export_rate_beyond_net_metering_limit) + can_curtail= false, # True/False for if technology has the ability to curtail production + min_turn_down_fraction = 0.2 # Minimum fuel cell loading in fraction of capacity (size_kw) +``` +""" +struct FuelCell <: AbstractFuelCell + min_kw::Real + max_kw::Real + installed_cost_per_kw::Real + om_cost_per_kw::Real + om_cost_per_kwh::Real + efficiency_kwh_per_kg::Real + macrs_option_years::Int + macrs_bonus_fraction::Real + macrs_itc_reduction::Real + federal_itc_fraction::Real + federal_rebate_per_kw::Real + state_ibi_fraction::Real + state_ibi_max::Real + state_rebate_per_kw::Real + state_rebate_max::Real + utility_ibi_fraction::Real + utility_ibi_max::Real + utility_rebate_per_kw::Real + utility_rebate_max::Real + production_incentive_per_kwh::Real + production_incentive_max_benefit::Real + production_incentive_years::Int + production_incentive_max_kw::Real + can_net_meter::Bool + can_wholesale::Bool + can_export_beyond_nem_limit::Bool + can_curtail::Bool + min_turn_down_fraction::Real + + function FuelCell(; + min_kw = 0.0, + max_kw = 1.0e9, + installed_cost_per_kw = 2655, + om_cost_per_kw = 16, + om_cost_per_kwh = 0.0016, + efficiency_kwh_per_kg = 15.98, + macrs_option_years = 7, + macrs_bonus_fraction = 0.8, + macrs_itc_reduction = 0.5, + federal_itc_fraction = 0.3, + federal_rebate_per_kw = 0.0, + state_ibi_fraction = 0.0, + state_ibi_max = 1.0e10, + state_rebate_per_kw = 0.0, + state_rebate_max = 1.0e10, + utility_ibi_fraction = 0.0, + utility_ibi_max = 1.0e10, + utility_rebate_per_kw = 0.0, + utility_rebate_max = 1.0e10, + production_incentive_per_kwh = 0.0, + production_incentive_max_benefit = 1.0e9, + production_incentive_years = 1, + production_incentive_max_kw = 1.0e9, + can_net_meter = false, + can_wholesale = false, + can_export_beyond_nem_limit = false, + can_curtail= false, + min_turn_down_fraction = 0.2 + ) + + new( + min_kw, + max_kw, + installed_cost_per_kw, + om_cost_per_kw, + om_cost_per_kwh, + efficiency_kwh_per_kg, + macrs_option_years, + macrs_bonus_fraction, + macrs_itc_reduction, + federal_itc_fraction, + federal_rebate_per_kw, + state_ibi_fraction, + state_ibi_max, + state_rebate_per_kw, + state_rebate_max, + utility_ibi_fraction, + utility_ibi_max, + utility_rebate_per_kw, + utility_rebate_max, + production_incentive_per_kwh, + production_incentive_max_benefit, + production_incentive_years, + production_incentive_max_kw, + can_net_meter, + can_wholesale, + can_export_beyond_nem_limit, + can_curtail, + min_turn_down_fraction + ) + end +end \ No newline at end of file diff --git a/src/core/hydrogen_load.jl b/src/core/hydrogen_load.jl new file mode 100644 index 000000000..d2d81eabc --- /dev/null +++ b/src/core/hydrogen_load.jl @@ -0,0 +1,60 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`HydrogenLoad` is an optional REopt input with the following keys and default values: +```julia + loads_kg::Array{<:Real,1} = Real[], # Hydrogen load profile in kg for one year. Must be hourly (8,760 samples), 30 minute (17,520 samples), or 15 minute (35,040 samples). All load values must be greater than or equal to zero. + path_to_csv::String = "", # Path to csv containing the input for loads_kg + critical_loads_kg::Union{Nothing, Array{Real,1}} = nothing, # Critical hydrogen load during outages (kg/timestep). If not provided, it will be set to critical_load_fraction * loads_kg + critical_load_fraction::Real = 0.0, # loads_kg is multiplied by the critical_load_fraction to determine the critical load that must be met during an outage if critical_loads_kg is not provided +``` +""" +mutable struct HydrogenLoad + loads_kg::Array{Real,1} + critical_loads_kg::Array{Real,1} + + function HydrogenLoad(; + loads_kg::Array{<:Real,1} = Real[], + path_to_csv::String = "", + critical_loads_kg::Union{Nothing, Array{Real,1}} = nothing, + critical_load_fraction::Real = 0.0, + time_steps_per_hour::Int = 1 + ) + + # TODO warn user if critical hydrogen load is nonzero. + + if length(loads_kg) > 0 + + if !(length(loads_kg) / time_steps_per_hour ā‰ˆ 8760) + throw(@error("Provided hydrogen load does not match the time_steps_per_hour.")) + end + + elseif !isempty(path_to_csv) + try + loads_kg = vec(readdlm(path_to_csv, ',', Float64, '\n')) + catch e + throw(@error("Unable to read in hydrogen load profile from $path_to_csv. Please provide a valid path to a csv with no header.")) + end + + if !(length(loads_kg) / time_steps_per_hour ā‰ˆ 8760) + throw(@error("Provided hydrogen load does not match the time_steps_per_hour.")) + end + + else + throw(@error("Cannot construct HydrogenLoad. You must provide [loads_kg].")) + end + + if length(loads_kg) < 8760*time_steps_per_hour + loads_kg = repeat(loads_kg, inner=Int(time_steps_per_hour / (length(loads_kg)/8760))) + @warn "Repeating hydrogen loads in each hour to match the time_steps_per_hour." + end + + if isnothing(critical_loads_kg) + critical_loads_kg = critical_load_fraction * loads_kg + end + + new( + loads_kg, + critical_loads_kg + ) + end +end \ No newline at end of file diff --git a/src/core/production_factor.jl b/src/core/production_factor.jl index b0312aad2..aa75600b7 100644 --- a/src/core/production_factor.jl +++ b/src/core/production_factor.jl @@ -22,6 +22,18 @@ function get_production_factor(g::AbstractGenerator; time_steps_per_hour::Int=1) end +function get_production_factor(g::AbstractElectrolyzer; time_steps_per_hour::Int=1) + return ones(8760 * time_steps_per_hour) +end + +function get_production_factor(g::AbstractCompressor; time_steps_per_hour::Int=1) + return ones(8760 * time_steps_per_hour) +end + +function get_production_factor(g::AbstractFuelCell; time_steps_per_hour::Int=1) + return ones(8760 * time_steps_per_hour) +end + """ get_production_factor(wind::Wind, latitude::Real, longitude::Real) diff --git a/src/core/reopt.jl b/src/core/reopt.jl index e79e44757..29092626d 100644 --- a/src/core/reopt.jl +++ b/src/core/reopt.jl @@ -204,7 +204,20 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) end for b in p.s.storage.types.all - if p.s.storage.attr[b].max_kw == 0 || p.s.storage.attr[b].max_kwh == 0 + + if b in p.s.storage.types.hydrogen + if p.s.storage.attr[b].max_kg == 0 + @constraint(m, [ts in p.time_steps], m[:dvStoredEnergy][b, ts] == 0) + @constraint(m, m[:dvStorageEnergy][b] == 0) + @constraint(m, [ts in p.time_steps], m[:dvDischargeFromStorage][b, ts] == 0) + @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], + m[:dvProductionToStorage][b, t, ts] == 0) + else + add_hydrogen_storage_size_constraints(m, p, b) + add_general_storage_dispatch_constraints(m, p, b) + add_hydrogen_storage_dispatch_constraints(m, p, b) + end + elseif p.s.storage.attr[b].max_kw == 0 || p.s.storage.attr[b].max_kwh == 0 @constraint(m, [ts in p.time_steps], m[:dvStoredEnergy][b, ts] == 0) @constraint(m, m[:dvStorageEnergy][b] == 0) @constraint(m, [ts in p.time_steps], m[:dvDischargeFromStorage][b, ts] == 0) @@ -349,6 +362,58 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) ) end + if !isempty(p.techs.electrolyzer) + add_electrolyzer_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += m[:TotalElectrolyzerPerUnitProdOMCosts] + else + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToElectrolyzer][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToElectrolyzer][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToElectrolyzer][b, ts] == 0) + @constraint(m, [t in p.techs.electrolyzer, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvProductionToStorage]["HydrogenStorage",t,ts] == 0) + end + + if !isempty(p.techs.compressor) + if !p.s.electrolyzer.require_compression + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + end + add_compressor_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += m[:TotalCompressorPerUnitProdOMCosts] + else + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvProductionToStorage]["HydrogenStorage",t,ts] == 0) + end + + if !isempty(p.techs.fuel_cell) + add_fuel_cell_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += m[:TotalFuelCellPerUnitProdOMCosts] + else + @constraint(m, [t in p.techs.fuel_cell, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + end + if !isempty(p.techs.pbi) @warn "Adding binary variable(s) to model production based incentives" add_prod_incent_vars_and_constraints(m, p) @@ -391,7 +456,7 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) if !isempty(setdiff(p.techs.all, p.techs.segmented)) m[:TotalTechCapCosts] += p.third_party_factor * - sum( p.cap_cost_slope[t] * m[:dvPurchaseSize][t] for t in setdiff(p.techs.all, p.techs.segmented)) + sum(p.cap_cost_slope[t] * m[:dvPurchaseSize][t] for t in setdiff(p.techs.all, p.techs.segmented)) end if !isempty(p.techs.segmented) @@ -406,13 +471,17 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) end @expression(m, TotalStorageCapCosts, p.third_party_factor * ( - sum( p.s.storage.attr[b].net_present_cost_per_kw * m[:dvStoragePower][b] for b in p.s.storage.types.elec) + - sum( p.s.storage.attr[b].net_present_cost_per_kwh * m[:dvStorageEnergy][b] for b in p.s.storage.types.all ) + sum(p.s.storage.attr[b].net_present_cost_per_kw * m[:dvStoragePower][b] for b in p.s.storage.types.elec) + + sum(p.s.storage.attr[b].net_present_cost_per_kwh * m[:dvStorageEnergy][b] for b in p.s.storage.types.nonhydrogen) + + sum(p.s.storage.attr[b].net_present_cost_per_kg * m[:dvStorageEnergy][b] for b in p.s.storage.types.hydrogen) + + sum(p.s.storage.attr[b].net_present_cost_per_kw_charge * m[:dvStorageChargePower][b] for b in p.s.storage.types.hightemp) + + sum(p.s.storage.attr[b].net_present_cost_per_kw_discharge * m[:dvStorageDischargePower][b] for b in p.s.storage.types.hightemp) )) - @expression(m, TotalPerUnitSizeOMCosts, p.third_party_factor * p.pwf_om * - sum( p.om_cost_per_kw[t] * m[:dvSize][t] for t in p.techs.all ) - ) + @expression(m, TotalPerUnitSizeOMCosts, p.third_party_factor * p.pwf_om * ( + sum(p.om_cost_per_kw[t] * m[:dvSize][t] for t in p.techs.all) + + sum(p.s.storage.attr[b].om_cost_per_kwh * m[:dvStorageEnergy][b] for b in p.s.storage.types.hightemp) + )) add_elec_utility_expressions(m, p) @@ -421,13 +490,26 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) add_outage_cost_constraints(m,p) add_MG_production_constraints(m,p) if !isempty(p.s.storage.types.elec) - add_MG_storage_dispatch_constraints(m,p) + add_MG_elec_storage_dispatch_constraints(m,p) else - fix_MG_storage_variables(m,p) + fix_MG_elec_storage_variables(m,p) + end + + if !isempty(p.techs.fuel_cell) + #Fuel cell can't curtail + for s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps + fix(m[:dvMGCurtail]["FuelCell", s, tz, ts], 0.0, force=true) + end + add_MG_hydrogen_constraints(m,p) + else + @constraint(m, [s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps], + m[:binMGFCIsOnInTS][s, tz, ts] == 0 + ) + fix_MG_hydrogen_variables(m,p) end + add_cannot_have_MG_with_only_PVwind_constraints(m,p) add_MG_size_constraints(m,p) - m[:ExpectedMGFuelCost] = 0 if !isempty(p.techs.gen) add_MG_Gen_fuel_burn_constraints(m,p) @@ -548,6 +630,15 @@ function build_reopt!(m::JuMP.AbstractModel, p::REoptInputs) m[:dvStoredEnergy][b, ts] for b in p.s.storage.types.elec, ts in p.time_steps ) / (8760. / p.hours_per_time_step) end + if !(isempty(p.s.storage.types.hydrogen)) && p.s.settings.add_soc_incentive + #TODO Need to test if using a roundtrip efficiency would be better for hydrogen SOC incentive + # hydrogen_roundtrip_efficiency = (p.s.compressor.efficiency_kwh_per_kg * p.s.electrolyzer.efficiency_kwh_per_kg * + # p.s.fuel_cell.efficiency_kwh_per_kg) + hydrogen_roundtrip_efficiency = 1 + m[:ObjectivePenalties] += -1 * sum( + hydrogen_roundtrip_efficiency * m[:dvStoredEnergy][b, ts] for b in p.s.storage.types.hydrogen, ts in p.time_steps + ) / (8760. / p.hours_per_time_step) + end # 3. Incentive to minimize unserved load in each outage, not just the max over outage start times if !isempty(p.s.electric_utility.outage_durations) m[:ObjectivePenalties] += sum(sum(0.0001 * m[:dvUnservedLoad][s, tz, ts] for ts in 1:p.s.electric_utility.outage_durations[s]) @@ -621,14 +712,21 @@ function add_variables!(m::JuMP.AbstractModel, p::REoptInputs) dvCurtail[p.techs.all, p.time_steps] >= 0 # [kW] dvProductionToStorage[p.s.storage.types.all, union(p.techs.ghp,p.techs.all), p.time_steps] >= 0 # Power from technology t used to charge storage system b [kW] dvDischargeFromStorage[p.s.storage.types.all, p.time_steps] >= 0 # Power discharged from storage system b [kW] + dvProductionToElectrolyzer[p.techs.elec, p.time_steps] >= 0 + dvProductionToCompressor[p.techs.elec, p.time_steps] >= 0 dvGridToStorage[p.s.storage.types.elec, p.time_steps] >= 0 # Electrical power delivered to storage by the grid [kW] + dvGridToElectrolyzer[p.time_steps] >= 0 + dvGridToCompressor[p.time_steps] >= 0 dvStoredEnergy[p.s.storage.types.all, 0:p.time_steps[end]] >= 0 # State of charge of storage system b dvStoragePower[p.s.storage.types.all] >= 0 # Power capacity of storage system b [kW] dvStorageEnergy[p.s.storage.types.all] >= 0 # Energy capacity of storage system b [kWh] + dvStorageToElectrolyzer[p.s.storage.types.elec, p.time_steps] >= 0 + dvStorageToCompressor[p.s.storage.types.elec, p.time_steps] >= 0 dvPeakDemandTOU[p.ratchets, 1:p.s.electric_tariff.n_tou_demand_tiers] >= 0 # Peak electrical power demand during ratchet r [kW] dvPeakDemandMonth[p.months, 1:p.s.electric_tariff.n_monthly_demand_tiers] >= 0 # Peak electrical power demand during month m [kW] MinChargeAdder >= 0 binGHP[p.ghp_options], Bin # Can be <= 1 if require_ghp_purchase=0, and is ==1 if require_ghp_purchase=1 + dvDischargePumpPower[p.s.storage.types.hightemp, p.time_steps] >= 0 end if !isempty(p.techs.gen) # Problem becomes a MILP @@ -661,6 +759,8 @@ function add_variables!(m::JuMP.AbstractModel, p::REoptInputs) end end if !isempty(p.s.storage.types.hot) + @variable(m, dvStorageChargePower[p.s.storage.types.hot] >= 0) + @variable(m, dvStorageDischargePower[p.s.storage.types.hot] >= 0) @variable(m, dvHeatToStorage[p.s.storage.types.hot, union(p.techs.heating, p.techs.chp), p.heating_loads, p.time_steps] >= 0) # Power charged to hot storage b at quality q [kW] @variable(m, dvHeatFromStorage[p.s.storage.types.hot, p.heating_loads, p.time_steps] >= 0) # Power discharged from hot storage system b for load q [kW] end @@ -687,14 +787,14 @@ function add_variables!(m::JuMP.AbstractModel, p::REoptInputs) # TODO: currently defining more decision variables than necessary b/c using rectangular arrays, could use dicts of decision variables instead @variables m begin # if there is more than one specified outage, there can be more othan one outage start time dvUnservedLoad[S, tZeros, outage_time_steps] >= 0 # unserved load not met by system - dvMGProductionToStorage[p.techs.elec, S, tZeros, outage_time_steps] >= 0 # Electricity going to the storage system during each time_step - dvMGDischargeFromStorage[S, tZeros, outage_time_steps] >= 0 # Electricity coming from the storage system during each time_step - dvMGRatedProduction[p.techs.elec, S, tZeros, outage_time_steps] # MG Rated Production at every time_step. Multiply by production_factor to get actual energy - dvMGStoredEnergy[S, tZeros, 0:max_outage_duration] >= 0 # State of charge of the MG storage system + dvMGProductionToStorage[union(p.s.storage.types.elec, p.s.storage.types.hydrogen), union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor), S, tZeros, outage_time_steps] >= 0 # Electricity going to the storage system during each time_step + dvMGDischargeFromStorage[union(p.s.storage.types.elec, p.s.storage.types.hydrogen), S, tZeros, outage_time_steps] >= 0 # Electricity coming from the storage system during each time_step + dvMGRatedProduction[union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor), S, tZeros, outage_time_steps] # MG Rated Production at every time_step. Multiply by production_factor to get actual energy + dvMGStoredEnergy[union(p.s.storage.types.elec, p.s.storage.types.hydrogen), S, tZeros, 0:max_outage_duration] >= 0 # State of charge of the MG storage system dvMaxOutageCost[S] >= 0 # maximum outage cost dependent on number of outage durations dvMGTechUpgradeCost[p.techs.elec] >= 0 dvMGStorageUpgradeCost >= 0 - dvMGsize[p.techs.elec] >= 0 + dvMGsize[union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor)] >= 0 dvMGFuelUsed[p.techs.elec, S, tZeros] >= 0 dvMGGenMaxFuelUsage[S] >= 0 @@ -705,9 +805,15 @@ function add_variables!(m::JuMP.AbstractModel, p::REoptInputs) binMGStorageUsed, Bin # 1 if MG storage battery used, 0 otherwise binMGTechUsed[p.techs.elec], Bin # 1 if MG tech used, 0 otherwise + binMGFCIsOnInTS[S, tZeros, outage_time_steps], Bin binMGGenIsOnInTS[S, tZeros, outage_time_steps], Bin binMGCHPIsOnInTS[S, tZeros, outage_time_steps], Bin dvMGCHPFuelBurnYIntercept[S, tZeros] >= 0 + + dvMGProductionToElectrolyzer[p.techs.elec, S, tZeros, outage_time_steps] >= 0 + dvMGProductionToCompressor[p.techs.elec, S, tZeros, outage_time_steps] >= 0 + dvMGStorageToElectrolyzer[p.s.storage.types.elec, S, tZeros, outage_time_steps] >= 0 + dvMGStorageToCompressor[p.s.storage.types.elec, S, tZeros, outage_time_steps] >= 0 end end diff --git a/src/core/reopt_inputs.jl b/src/core/reopt_inputs.jl index 74fd89396..faef6fc2e 100644 --- a/src/core/reopt_inputs.jl +++ b/src/core/reopt_inputs.jl @@ -487,6 +487,21 @@ function setup_tech_inputs(s::AbstractScenario, time_steps) setup_operating_reserve_fraction(s, techs_operating_reserve_req_fraction) end + if "Electrolyzer" in techs.all + setup_electrolyzer_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, + techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs) + end + + if "Compressor" in techs.all + setup_compressor_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, + techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs) + end + + if "FuelCell" in techs.all + setup_fuel_cell_inputs(s, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, + techs_by_exportbin, techs.segmented, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, tech_renewable_energy_fraction) + end + return techs, pv_to_location, maxsize_pv_locations, pvlocations, production_factor, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs_by_exportbin, export_bins_by_tech, boiler_efficiency, @@ -677,6 +692,71 @@ function setup_wind_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_s end +function setup_electrolyzer_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, + cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, + segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs + ) + max_sizes["Electrolyzer"] = s.electrolyzer.max_kw + min_sizes["Electrolyzer"] = s.electrolyzer.min_kw + existing_sizes["Electrolyzer"] = 0.0 + + update_cost_curve!(s.electrolyzer, "Electrolyzer", s.financial, + cap_cost_slope, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint + ) + om_cost_per_kw["Electrolyzer"] = s.electrolyzer.om_cost_per_kw + production_factor["Electrolyzer", :] = get_production_factor(s.electrolyzer; s.settings.time_steps_per_hour) + fillin_techs_by_exportbin(techs_by_exportbin, s.electrolyzer, "Electrolyzer") + if !s.electrolyzer.can_curtail + push!(techs.no_curtail, "Electrolyzer") + end + return nothing +end + + +function setup_compressor_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, + cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, + segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs + ) + max_sizes["Compressor"] = s.compressor.max_kw + min_sizes["Compressor"] = s.compressor.min_kw + existing_sizes["Compressor"] = 0.0 + + update_cost_curve!(s.compressor, "Compressor", s.financial, + cap_cost_slope, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint + ) + om_cost_per_kw["Compressor"] = s.compressor.om_cost_per_kw + production_factor["Compressor", :] = get_production_factor(s.compressor; s.settings.time_steps_per_hour) + fillin_techs_by_exportbin(techs_by_exportbin, s.compressor, "Compressor") + if !s.compressor.can_curtail + push!(techs.no_curtail, "Compressor") + end + return nothing +end + +function setup_fuel_cell_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, + cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, + segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, + tech_renewable_energy_fraction + ) + # TODO add tech_renewable_energy_fraction input for hydrogen assets; currently assumes 0 + max_sizes["FuelCell"] = s.fuel_cell.max_kw + min_sizes["FuelCell"] = s.fuel_cell.min_kw + existing_sizes["FuelCell"] = 0.0 + + update_cost_curve!(s.fuel_cell, "FuelCell", s.financial, + cap_cost_slope, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint + ) + tech_renewable_energy_fraction["FuelCell"] = 0 + om_cost_per_kw["FuelCell"] = s.fuel_cell.om_cost_per_kw + production_factor["FuelCell", :] = get_production_factor(s.fuel_cell; s.settings.time_steps_per_hour) + fillin_techs_by_exportbin(techs_by_exportbin, s.fuel_cell, "FuelCell") + if !s.fuel_cell.can_curtail + push!(techs.no_curtail, "FuelCell") + end + return nothing +end + + function setup_gen_inputs(s::AbstractScenario, max_sizes, min_sizes, existing_sizes, cap_cost_slope, om_cost_per_kw, production_factor, techs_by_exportbin, segmented_techs, n_segs_by_tech, seg_min_size, seg_max_size, seg_yint, techs, @@ -1324,7 +1404,7 @@ end function get_unavailability_by_tech(s::AbstractScenario, techs::Techs, time_steps) if !isempty(techs.elec) - unavailability = Dict(tech => zeros(length(time_steps)) for tech in techs.elec) + unavailability = Dict(tech => zeros(length(time_steps)) for tech in union(techs.elec, techs.electrolyzer, techs.compressor)) if !isempty(techs.chp) unavailability["CHP"] = [s.chp.unavailability_hourly[i] for i in 1:8760 for _ in 1:s.settings.time_steps_per_hour] end diff --git a/src/core/reopt_multinode.jl b/src/core/reopt_multinode.jl index a41a80a35..5735dcaed 100644 --- a/src/core/reopt_multinode.jl +++ b/src/core/reopt_multinode.jl @@ -40,6 +40,30 @@ function add_variables!(m::JuMP.AbstractModel, ps::AbstractVector{REoptInputs{T} m[Symbol(x)] = @variable(m, [p.s.storage.types.all, p.time_steps], base_name=x, lower_bound=0) end + dv = "dvStorageToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvStorageToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvProductionToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.techs.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvProductionToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.techs.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvGridToStorage"*_n + m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvGridPurchase"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvGridToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvGridToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + dv = "dvGridToStorage"*_n m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) diff --git a/src/core/scenario.jl b/src/core/scenario.jl index 77c8cf26b..17c6146e3 100644 --- a/src/core/scenario.jl +++ b/src/core/scenario.jl @@ -10,6 +10,7 @@ struct Scenario <: AbstractScenario electric_utility::ElectricUtility financial::Financial generator::Generator + hydrogen_load::HydrogenLoad dhw_load::DomesticHotWaterLoad space_heating_load::SpaceHeatingLoad process_heat_load::ProcessHeatLoad @@ -25,6 +26,9 @@ struct Scenario <: AbstractScenario cooling_thermal_load_reduction_with_ghp_kw::Union{Vector{Float64}, Nothing} steam_turbine::Union{SteamTurbine, Nothing} electric_heater::Union{ElectricHeater, Nothing} + electrolyzer::Union{Electrolyzer, Nothing} + compressor::Union{Compressor, Nothing} + fuel_cell::Union{FuelCell, Nothing} ashp::Union{ASHP, Nothing} ashp_wh::Union{ASHP, Nothing} end @@ -45,6 +49,7 @@ A Scenario struct can contain the following keys: - [ElectricStorage](@ref) (optional) - [ElectricUtility](@ref) (optional) - [Generator](@ref) (optional) +- [HydrogenLoad](@ref) (optional) - [HeatingLoad](@ref) (optional) - [CoolingLoad](@ref) (optional) - [ExistingBoiler](@ref) (optional) @@ -56,6 +61,10 @@ A Scenario struct can contain the following keys: - [GHP](@ref) (optional, can be Array) - [SteamTurbine](@ref) (optional) - [ElectricHeater](@ref) (optional) +- [Electrolyzer](@ref) (optional) +- [Compressor](@ref) (optional) +- [FuelCell](@ref) (optional) +- [HydrogenStorage](@ref) (optional) - [ASHP](@ref) (optional) All values of `d` are expected to be `Dicts` except for `PV` and `GHP`, which can be either a `Dict` or `Dict[]` (for multiple PV arrays or GHP options). @@ -79,7 +88,7 @@ function Scenario(d::Dict; flex_hvac_from_json=false) # Check that only PV, electric storage, and generator are modeled for off-grid if settings.off_grid_flag - offgrid_allowed_keys = ["PV", "Wind", "ElectricStorage", "Generator", "Settings", "Site", "Financial", "ElectricLoad", "ElectricTariff", "ElectricUtility"] + offgrid_allowed_keys = ["PV", "Wind", "ElectricStorage", "Generator", "Settings", "Site", "Financial", "ElectricLoad", "ElectricTariff", "ElectricUtility","Electrolyzer","Compressor","FuelCell","HydrogenStorage"] unallowed_keys = setdiff(keys(d), offgrid_allowed_keys) if !isempty(unallowed_keys) throw(@error("The following key(s) are not permitted when `off_grid_flag` is true: $unallowed_keys.")) @@ -123,8 +132,24 @@ function Scenario(d::Dict; flex_hvac_from_json=false) off_grid_flag = settings.off_grid_flag ) - if haskey(d, "ElectricUtility") && !(settings.off_grid_flag) - electric_utility = ElectricUtility(; dictkeys_tosymbols(d["ElectricUtility"])..., + if settings.off_grid_flag + if haskey(d, "ElectricUtility") + @warn "ElectricUtility inputs are not applicable when `off_grid_flag` is true and will be ignored. For off-grid scenarios, a year-long outage will always be modeled." + end + electric_utility = ElectricUtility(; outage_start_time_step = 1, + outage_end_time_step = settings.time_steps_per_hour * 8760, + latitude=site.latitude, longitude=site.longitude, + time_steps_per_hour=settings.time_steps_per_hour, + off_grid_flag=settings.off_grid_flag, + emissions_factor_series_lb_CO2_per_kwh = 0, + emissions_factor_series_lb_NOx_per_kwh = 0, + emissions_factor_series_lb_SO2_per_kwh = 0, + emissions_factor_series_lb_PM25_per_kwh = 0, + renewable_energy_fraction_series = 0 + ) + else + if haskey(d, "ElectricUtility") + electric_utility = ElectricUtility(; dictkeys_tosymbols(d["ElectricUtility"])..., latitude=site.latitude, longitude=site.longitude, CO2_emissions_reduction_min_fraction=site.CO2_emissions_reduction_min_fraction, CO2_emissions_reduction_max_fraction=site.CO2_emissions_reduction_max_fraction, @@ -136,8 +161,8 @@ function Scenario(d::Dict; flex_hvac_from_json=false) analysis_years=financial.analysis_years, load_year=electric_load.year ) - elseif !(settings.off_grid_flag) - electric_utility = ElectricUtility(; latitude=site.latitude, longitude=site.longitude, + else + electric_utility = ElectricUtility(; latitude=site.latitude, longitude=site.longitude, CO2_emissions_reduction_min_fraction=site.CO2_emissions_reduction_min_fraction, CO2_emissions_reduction_max_fraction=site.CO2_emissions_reduction_max_fraction, include_climate_in_objective=settings.include_climate_in_objective, @@ -147,21 +172,7 @@ function Scenario(d::Dict; flex_hvac_from_json=false) analysis_years=financial.analysis_years, load_year=electric_load.year ) - elseif settings.off_grid_flag - if haskey(d, "ElectricUtility") - @warn "ElectricUtility inputs are not applicable when `off_grid_flag` is true and will be ignored. For off-grid scenarios, a year-long outage will always be modeled." end - electric_utility = ElectricUtility(; outage_start_time_step = 1, - outage_end_time_step = settings.time_steps_per_hour * 8760, - latitude=site.latitude, longitude=site.longitude, - time_steps_per_hour=settings.time_steps_per_hour, - off_grid_flag=settings.off_grid_flag, - emissions_factor_series_lb_CO2_per_kwh = 0, - emissions_factor_series_lb_NOx_per_kwh = 0, - emissions_factor_series_lb_SO2_per_kwh = 0, - emissions_factor_series_lb_PM25_per_kwh = 0, - renewable_energy_fraction_series = 0 - ) end storage_structs = Dict{String, AbstractStorage}() @@ -182,6 +193,14 @@ function Scenario(d::Dict; flex_hvac_from_json=false) params = ColdThermalStorageDefaults(; dictkeys_tosymbols(d["ColdThermalStorage"])...) storage_structs["ColdThermalStorage"] = ColdThermalStorage(params, financial, settings.time_steps_per_hour) end + if haskey(d, "HydrogenStorage") + params = dictkeys_tosymbols(d["HydrogenStorage"]) + storage_structs["HydrogenStorage"] = HydrogenStorage(params, financial) + end + if haskey(d, "HighTempThermalStorage") + params = HighTempThermalStorageDefaults(; dictkeys_tosymbols(d["HighTempThermalStorage"])...) + storage_structs["HighTempThermalStorage"] = HighTempThermalStorage(params, financial, settings.time_steps_per_hour) + end storage = Storage(storage_structs) if !(settings.off_grid_flag) # ElectricTariff only required for on-grid @@ -214,6 +233,60 @@ function Scenario(d::Dict; flex_hvac_from_json=false) generator = Generator(; max_kw=0) end + if haskey(d, "HydrogenLoad") + hydrogen_load = HydrogenLoad(; dictkeys_tosymbols(d["HydrogenLoad"])..., + time_steps_per_hour=settings.time_steps_per_hour + ) + else + hydrogen_load = HydrogenLoad(; loads_kg=zeros(8760*settings.time_steps_per_hour), + time_steps_per_hour=settings.time_steps_per_hour + ) + end + + electrolyzer = nothing + compressor = nothing + fuel_cell = nothing + + if (haskey(d, "Compressor") || haskey(d, "FuelCell") || haskey(d, "HydrogenStorage") || haskey(d, "HydrogenLoad")) && !haskey(d, "Electrolyzer") + throw(@error("Must include `Electrolyzer` if `Compressor`, `FuelCell`, `HydrogenStorage`, and/or `HydrogenLoad` is included")) + end + + if haskey(d, "Electrolyzer") + electrolyzer = Electrolyzer(; dictkeys_tosymbols(d["Electrolyzer"])...) + if !electrolyzer.require_compression + compressor = Compressor(; installed_cost_per_kw = 0.0, + om_cost_per_kw = 0.0, + om_cost_per_kwh = 0.0, + efficiency_kwh_per_kg = 0.0 + ) + @warn("`Compressor` will be ignored when `Electrolyzer` input `require_compression` is false.") + else + if haskey(d, "Compressor") + compressor = Compressor(; dictkeys_tosymbols(d["Compressor"])...) + else + compressor_inputs = Dict{Symbol, Any}() + compressor = Compressor(; compressor_inputs...) + @warn("`Compressor` inputs not provided when `Electrolyzer` input `require_compression` is true. `Compressor` default inputs will be included.") + end + end + + if !haskey(d, "HydrogenStorage") + hydrogen_storage_inputs = Dict{Symbol, Any}() + storage_structs["HydrogenStorage"] = HydrogenStorage() + end + + if haskey(d, "FuelCell") + fuel_cell = FuelCell(; dictkeys_tosymbols(d["FuelCell"])...) + else + fuel_cell = FuelCell(; max_kw=0) + end + + if !haskey(d, "FuelCell") && !haskey(d, "HydrogenLoad") + @warn "`FuelCell` and `HydrogenLoad` are not included to use the hydrogen stored." + #TODO Included hydrogen cost ($/kg) to allow pipeline/exports if FC/load not included + end + end + max_heat_demand_kw = 0.0 if haskey(d, "DomesticHotWaterLoad") && !haskey(d, "FlexibleHVAC") @@ -270,7 +343,7 @@ function Scenario(d::Dict; flex_hvac_from_json=false) time_steps_per_hour = settings.time_steps_per_hour, existing_boiler_efficiency = existing_boiler_efficiency ) - + max_heat_demand_kw = maximum(process_heat_load.loads_kw .+ max_heat_demand_kw) else process_heat_load = HeatingLoad(; @@ -860,6 +933,7 @@ function Scenario(d::Dict; flex_hvac_from_json=false) electric_utility, financial, generator, + hydrogen_load, dhw_load, space_heating_load, process_heat_load, @@ -875,6 +949,9 @@ function Scenario(d::Dict; flex_hvac_from_json=false) cooling_thermal_load_reduction_with_ghp_kw, steam_turbine, electric_heater, + electrolyzer, + compressor, + fuel_cell, ashp, ashp_wh ) diff --git a/src/core/techs.jl b/src/core/techs.jl index b8e82261e..2fc00f64b 100644 --- a/src/core/techs.jl +++ b/src/core/techs.jl @@ -24,7 +24,10 @@ function Techs(p::REoptInputs, s::BAUScenario) absorption_chillers = String[] steam_turbines = String[] techs_can_supply_steam_turbine = String[] - electric_heaters = String[] + electric_heaters = String[] + electrolyzer_techs = String[] + compressor_techs = String[] + fuel_cell_techs = String[] techs_can_serve_space_heating = String[] techs_can_serve_dhw = String[] techs_can_serve_process_heat = String[] @@ -67,6 +70,9 @@ function Techs(p::REoptInputs, s::BAUScenario) elec, pvtechs, gentechs, + electrolyzer_techs, + compressor_techs, + fuel_cell_techs, pbi_techs, techs_no_curtail, techs_no_turndown, @@ -122,8 +128,11 @@ function Techs(s::Scenario) electric_chillers = String[] absorption_chillers = String[] steam_turbines = String[] - techs_can_supply_steam_turbine = String[] + techs_can_supply_steam_turbine = String[] electric_heaters = String[] + electrolyzer_techs = String[] + compressor_techs = String[] + fuel_cell_techs = String[] techs_can_serve_space_heating = String[] techs_can_serve_dhw = String[] techs_can_serve_process_heat = String[] @@ -134,7 +143,7 @@ function Techs(s::Scenario) if s.wind.max_kw > 0 push!(all_techs, "Wind") push!(elec, "Wind") - append!(techs_no_turndown, ["Wind"]) + push!(techs_no_turndown, "Wind") if s.settings.off_grid_flag push!(requiring_oper_res, "Wind") push!(providing_oper_res, "Wind") @@ -322,6 +331,24 @@ function Techs(s::Scenario) thermal_techs = union(heating_techs, boiler_techs, chp_techs, cooling_techs) fuel_burning_techs = union(gentechs, boiler_techs, chp_techs) + if !isnothing(s.electrolyzer) + push!(all_techs, "Electrolyzer") + push!(electrolyzer_techs, "Electrolyzer") + end + + if !isnothing(s.compressor) + push!(all_techs, "Compressor") + push!(compressor_techs, "Compressor") + end + + if !isnothing(s.fuel_cell) + push!(all_techs, "FuelCell") + push!(elec, "FuelCell") + push!(fuel_cell_techs, "FuelCell") + if s.settings.off_grid_flag + push!(providing_oper_res, "FuelCell") + end + end # check for ability of new technologies to meet heating loads if retire_in_optimal if !isnothing(s.existing_boiler) && s.existing_boiler.retire_in_optimal if !isnothing(s.dhw_load) && s.dhw_load.annual_mmbtu > 0 && isempty(setdiff(techs_can_serve_dhw, "ExistingBoiler")) @@ -345,6 +372,9 @@ function Techs(s::Scenario) elec, pvtechs, gentechs, + electrolyzer_techs, + compressor_techs, + fuel_cell_techs, pbi_techs, techs_no_curtail, techs_no_turndown, @@ -384,22 +414,74 @@ function Techs(s::MPCScenario) end all_techs = copy(pvtechs) + elec = copy(pvtechs) techs_no_turndown = copy(pvtechs) gentechs = String[] if s.generator.size_kw > 0 push!(all_techs, "Generator") + push!(elec, "Generator") push!(gentechs, "Generator") end + if s.wind.size_kw > 0 + push!(all_techs, "Wind") + push!(elec, "Wind") + push!(techs_no_turndown, "Wind") + end + + electrolyzer_techs = String[] + if !isnothing(s.electrolyzer) && s.electrolyzer.size_kw > 0 + push!(all_techs, "Electrolyzer") + push!(electrolyzer_techs, "Electrolyzer") + end + + fuel_cell_techs = String[] + if !isnothing(s.fuel_cell) && s.fuel_cell.size_kw > 0 + push!(all_techs, "FuelCell") + push!(elec, "FuelCell") + push!(fuel_cell_techs, "FuelCell") + end + + compressor_techs = String[] + if !isnothing(s.compressor) && s.compressor.size_kw > 0 + push!(all_techs, "Compressor") + push!(compressor_techs, "Compressor") + end + + heating_techs = String[] + electric_heaters = String[] + techs_can_serve_space_heating = String[] + techs_can_serve_dhw = String[] + techs_can_serve_process_heat = String[] + if !isnothing(s.electric_heater) && s.electric_heater.size_kw > 0 + push!(all_techs, "ElectricHeater") + push!(heating_techs, "ElectricHeater") + push!(electric_heaters, "ElectricHeater") + + if s.electric_heater.can_serve_space_heating + push!(techs_can_serve_space_heating, "ElectricHeater") + end + if s.electric_heater.can_serve_dhw + push!(techs_can_serve_dhw, "ElectricHeater") + end + if s.electric_heater.can_serve_process_heat + push!(techs_can_serve_process_heat, "ElectricHeater") + end + end + Techs( all_techs, - all_techs, + elec, pvtechs, gentechs, + electrolyzer_techs, + compressor_techs, + fuel_cell_techs, String[], String[], techs_no_turndown, String[], + heating_techs, String[], String[], String[], @@ -411,13 +493,12 @@ function Techs(s::MPCScenario) String[], String[], String[], - String[], - String[], - String[], - String[], - String[], + electric_heaters, + techs_can_serve_space_heating, + techs_can_serve_dhw, + techs_can_serve_process_heat, String[], String[], String[] ) -end \ No newline at end of file +end diff --git a/src/core/types.jl b/src/core/types.jl index 251f79155..59fa7c658 100644 --- a/src/core/types.jl +++ b/src/core/types.jl @@ -9,9 +9,13 @@ abstract type AbstractThermalTech <: AbstractGenerator end abstract type AbstractCHP <: AbstractFuelBurningTech end abstract type AbstractThermalStorage <: AbstractStorage end abstract type AbstractElectricStorage <: AbstractStorage end +abstract type AbstractHydrogenStorage <: AbstractStorage end abstract type AbstractThermalStorageDefaults end abstract type AbstractGHP <: AbstractTech end abstract type AbstractSteamTurbine <: AbstractTech end +abstract type AbstractElectrolyzer <: AbstractTech end +abstract type AbstractCompressor <: AbstractTech end +abstract type AbstractFuelCell <: AbstractTech end """ @@ -25,6 +29,9 @@ mutable struct Techs elec::Vector{String} pv::Vector{String} gen::Vector{String} + electrolyzer::Vector{String} + compressor::Vector{String} + fuel_cell::Vector{String} pbi::Vector{String} no_curtail::Vector{String} no_turndown::Vector{String} @@ -56,6 +63,9 @@ mutable struct Techs elec::Vector{String} pv::Vector{String} gen::Vector{String} + electrolyzer::Vector{String} + compressor::Vector{String} + fuel_cell::Vector{String} pbi::Vector{String} no_curtail::Vector{String} no_turndown::Vector{String} diff --git a/src/core/utils.jl b/src/core/utils.jl index 9fc4e0109..8931be68a 100644 --- a/src/core/utils.jl +++ b/src/core/utils.jl @@ -149,7 +149,7 @@ function dictkeys_tosymbols(d::Dict) for (k, v) in d # handling array type conversions for API inputs and JSON if k in [ - "loads_kw", "critical_loads_kw", + "loads_kw", "critical_loads_kw", "loads_kg", "thermal_loads_ton", "fuel_loads_mmbtu_per_hour", "monthly_totals_kwh", @@ -164,6 +164,8 @@ function dictkeys_tosymbols(d::Dict) "emissions_factor_series_lb_NOx_per_kwh", "emissions_factor_series_lb_SO2_per_kwh", "emissions_factor_series_lb_PM25_per_kwh", + "monthly_mmbtu", + "monthly_tonhour", "renewable_energy_fraction_series", "heating_cop_reference", "heating_cf_reference", @@ -173,7 +175,7 @@ function dictkeys_tosymbols(d::Dict) "cooling_reference_temps_degF", #for ERP "pv_production_factor_series", "wind_production_factor_series", - "battery_starting_soc_series_fraction", + "battery_starting_soc_series_fraction", "H2_starting_soc_series_fraction", "monthly_mmbtu", "monthly_tonhour" ] && !isnothing(v) try diff --git a/src/mpc/inputs.jl b/src/mpc/inputs.jl index 3aeece174..c2ec0dd92 100644 --- a/src/mpc/inputs.jl +++ b/src/mpc/inputs.jl @@ -24,7 +24,11 @@ struct MPCInputs <: AbstractInputs thermal_cop::Dict{String, Float64} # (techs.absorption_chiller) ghp_options::UnitRange{Int64} # Range of the number of GHP options fuel_cost_per_kwh::Dict{String, AbstractArray} # Fuel cost array for all time_steps + heating_cop::Dict{String, Array{Float64,1}} # (techs.electric_heater) heating_loads::Vector{String} # list of heating loads + heating_loads_kw::Dict{String, Array{Real,1}} # (heating_loads) + heating_loads_served_by_tes::Dict{String, Array{String,1}} # ("HotThermalStorage" or empty) + absorption_chillers_using_heating_load::Dict{String,Array{String,1}} end @@ -44,7 +48,7 @@ function MPCInputs(s::MPCScenario) time_steps = 1:length(s.electric_load.loads_kw) hours_per_time_step = 1 / s.settings.time_steps_per_hour - techs, production_factor, existing_sizes, fuel_cost_per_kwh = setup_tech_inputs(s) + techs, production_factor, existing_sizes, fuel_cost_per_kwh, heating_cop = setup_tech_inputs(s) months = 1:length(s.electric_tariff.monthly_demand_rates) techs_by_exportbin = DenseAxisArray([ techs.all, techs.all, techs.all], s.electric_tariff.export_bins) @@ -69,7 +73,34 @@ function MPCInputs(s::MPCScenario) cooling_cop = Dict("ExistingChiller" => ones(length(s.electric_load.loads_kw)) .* s.cooling_load.cop) thermal_cop = Dict{String, Float64}() ghp_options = 1:0 + + # Set up heating loads heating_loads = Vector{String}() + heating_loads_kw = Dict{String, Array{Real,1}}() + if !isnothing(s.process_heat_load) + push!(heating_loads, "ProcessHeat") + heating_loads_kw["ProcessHeat"] = s.process_heat_load.loads_kw + end + + heating_loads_served_by_tes = Dict{String,Array{String,1}}() + if !isempty(s.storage.types.hot) + for b in s.storage.types.hot + heating_loads_served_by_tes[b] = String[] + if s.storage.attr[b].can_serve_dhw && !isnothing(s.dhw_load) + push!(heating_loads_served_by_tes[b],"DomesticHotWater") + end + if s.storage.attr[b].can_serve_space_heating && !isnothing(s.space_heating_load) + push!(heating_loads_served_by_tes[b],"SpaceHeating") + end + if s.storage.attr[b].can_serve_process_heat && !isnothing(s.process_heat_load) + push!(heating_loads_served_by_tes[b],"ProcessHeat") + end + end + end + absorption_chillers_using_heating_load = Dict{String,Array{String,1}}() + absorption_chillers_using_heating_load["DomesticHotWater"] = Vector{String}() + absorption_chillers_using_heating_load["SpaceHeating"] = Vector{String}() + absorption_chillers_using_heating_load["ProcessHeat"] = Vector{String}() MPCInputs( s, @@ -99,13 +130,16 @@ function MPCInputs(s::MPCScenario) # s.site.mg_tech_sizes_equal_grid_sizes, # s.site.node, fuel_cost_per_kwh, - heating_loads + heating_cop, + heating_loads, + heating_loads_kw, + heating_loads_served_by_tes, + absorption_chillers_using_heating_load ) end function setup_tech_inputs(s::MPCScenario) - techs = Techs(s) time_steps = 1:length(s.electric_load.loads_kw) @@ -114,16 +148,39 @@ function setup_tech_inputs(s::MPCScenario) existing_sizes = Dict(t => 0.0 for t in techs.all) production_factor = DenseAxisArray{Float64}(undef, techs.all, time_steps) fuel_cost_per_kwh = Dict{String, AbstractArray}() + heating_cop = Dict(t => zeros(length(time_steps)) for t in techs.electric_heater) if !isempty(techs.pv) setup_pv_inputs(s, existing_sizes, production_factor) end + if "Wind" in techs.all + setup_wind_inputs(s, existing_sizes, production_factor) + end + if "Generator" in techs.all setup_gen_inputs(s, existing_sizes, production_factor, fuel_cost_per_kwh) end - return techs, production_factor, existing_sizes, fuel_cost_per_kwh + if "ElectricHeater" in techs.all + setup_electric_heater_inputs(s, existing_sizes, production_factor, heating_cop, time_steps) + else + heating_cop["ElectricHeater"] = ones(length(time_steps)) + end + + if "Electrolyzer" in techs.all + setup_electrolyzer_inputs(s, existing_sizes, production_factor) + end + + if "FuelCell" in techs.all + setup_fuel_cell_inputs(s, existing_sizes, production_factor) + end + + if "Compressor" in techs.all + setup_compressor_inputs(s, existing_sizes, production_factor) + end + + return techs, production_factor, existing_sizes, fuel_cost_per_kwh, heating_cop end @@ -135,6 +192,18 @@ function setup_pv_inputs(s::MPCScenario, existing_sizes, production_factor) return nothing end +function setup_wind_inputs(s::MPCScenario, existing_sizes, production_factor) + existing_sizes["Wind"] = s.wind.size_kw + production_factor["Wind", :] = s.wind.production_factor_series + return nothing +end + +function setup_electric_heater_inputs(s::MPCScenario, existing_sizes, production_factor, heating_cop, time_steps) + existing_sizes["ElectricHeater"] = s.electric_heater.size_kw + production_factor["ElectricHeater", :] = ones(length(s.electric_load.loads_kw)) + heating_cop["ElectricHeater"] = s.electric_heater.cop * ones(length(time_steps)) + return nothing +end function setup_gen_inputs(s::MPCScenario, existing_sizes, production_factor, fuel_cost_per_kwh) existing_sizes["Generator"] = s.generator.size_kw @@ -143,3 +212,21 @@ function setup_gen_inputs(s::MPCScenario, existing_sizes, production_factor, fue fuel_cost_per_kwh["Generator"] = per_hour_value_to_time_series(generator_fuel_cost_per_kwh, s.settings.time_steps_per_hour, "Generator") return nothing end + +function setup_electrolyzer_inputs(s::MPCScenario, existing_sizes, production_factor) + existing_sizes["Electrolyzer"] = s.electrolyzer.size_kw + production_factor["Electrolyzer", :] = ones(length(s.electric_load.loads_kw)) + return nothing +end + +function setup_fuel_cell_inputs(s::MPCScenario, existing_sizes, production_factor) + existing_sizes["FuelCell"] = s.fuel_cell.size_kw + production_factor["FuelCell", :] = ones(length(s.electric_load.loads_kw)) + return nothing +end + +function setup_compressor_inputs(s::MPCScenario, existing_sizes, production_factor) + existing_sizes["Compressor"] = s.compressor.size_kw + production_factor["Compressor", :] = ones(length(s.hydrogen_load.loads_kg)) + return nothing +end diff --git a/src/mpc/model.jl b/src/mpc/model.jl index d40a80da3..978f0bf8e 100644 --- a/src/mpc/model.jl +++ b/src/mpc/model.jl @@ -34,14 +34,25 @@ Returns a Dict of results with keys matching those in the `MPCScenario`. function run_mpc(m::JuMP.AbstractModel, p::MPCInputs) build_mpc!(m, p) - if !p.s.settings.add_soc_incentive || !("ElectricStorage" in p.s.storage.types.elec) - @objective(m, Min, m[:Costs]) - else # Keep SOC high - @objective(m, Min, m[:Costs] - sum(m[:dvStoredEnergy]["ElectricStorage", ts] for ts in p.time_steps) / + m[:ObjectivePenalties] = 0.0 + + if !(isempty(p.s.storage.types.elec)) && p.s.settings.add_soc_incentive + m[:ObjectivePenalties] += -1 * sum(m[:dvStoredEnergy]["ElectricStorage", ts] for ts in p.time_steps) / (8760. / p.hours_per_time_step) - ) end + if !(isempty(p.s.storage.types.hydrogen)) && p.s.settings.add_soc_incentive + #TODO Need to test if using a roundtrip efficiency would be better for hydrogen SOC incentive + # hydrogen_roundtrip_efficiency = (p.s.compressor.efficiency_kwh_per_kg * p.s.electrolyzer.efficiency_kwh_per_kg * + # p.s.fuel_cell.efficiency_kwh_per_kg) + hydrogen_roundtrip_efficiency = 1 + m[:ObjectivePenalties] += -1 * sum( + hydrogen_roundtrip_efficiency * m[:dvStoredEnergy][b, ts-1] for b in p.s.storage.types.hydrogen, ts in p.time_steps + ) / (8760. / p.hours_per_time_step) + end + + @objective(m, Min, m[:Costs] + m[:ObjectivePenalties] ) + @info "Model built. Optimizing..." tstart = time() optimize!(m) @@ -92,7 +103,17 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) end for b in p.s.storage.types.all - if p.s.storage.attr[b].size_kw == 0 || p.s.storage.attr[b].size_kwh == 0 + if b in p.s.storage.types.hydrogen + if p.s.storage.attr[b].max_kg == 0 + @constraint(m, [ts in p.time_steps], m[:dvDischargeFromStorage][b, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToStorage][b, ts] == 0) + @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], + m[:dvProductionToStorage][b, t, ts] == 0) + else + add_general_storage_dispatch_constraints(m, p, b) + add_hydrogen_storage_dispatch_constraints(m, p, b) + end + elseif p.s.storage.attr[b].size_kw == 0 || p.s.storage.attr[b].size_kwh == 0 @constraint(m, [ts in p.time_steps], m[:dvStoredEnergy][b, ts] == 0) @constraint(m, [t in p.techs.elec, ts in p.time_steps_with_grid], m[:dvProductionToStorage][b, t, ts] == 0) @@ -114,7 +135,9 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) end end - if any(size_kw->size_kw > 0, (p.s.storage.attr[b].size_kw for b in p.s.storage.types.all)) + if any(size_kw->size_kw > 0, (p.s.storage.attr[b].size_kw for b in p.s.storage.types.elec)) + add_storage_sum_grid_constraints(m, p) + elseif any(size_kg->size_kg > 0, (p.s.storage.attr[b].size_kg for b in p.s.storage.types.hydrogen)) add_storage_sum_grid_constraints(m, p) end @@ -124,10 +147,32 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) @constraint(m, [t in p.techs.no_turndown, ts in p.time_steps], m[:dvRatedProduction][t,ts] == m[:dvSize][t] ) - end + end + + if !isempty(p.techs.electrolyzer) + @constraint(m, [t in p.techs.electrolyzer, ts in p.time_steps], + m[:dvRatedProduction][t,ts] <= m[:dvSize][t] + ) + end + + if !isempty(p.techs.compressor) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvRatedProduction][t,ts] <= m[:dvSize][t] + ) + end + + if !isempty(p.techs.fuel_cell) + @constraint(m, [t in p.techs.fuel_cell, ts in p.time_steps], + m[:dvRatedProduction][t,ts] <= m[:dvSize][t] + ) + end add_elec_load_balance_constraints(m, p) + if !isempty(p.techs.electric_heater) + add_thermal_load_constraints(m, p) + end + if !isempty(p.s.limits.grid_draw_limit_kw_by_time_step) add_grid_draw_limits(m, p) end @@ -166,9 +211,66 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) m[:TotalFuelCosts] += m[:TotalGenFuelCosts] end + if !isempty(p.techs.electrolyzer) + add_electrolyzer_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += @expression(m, + sum(p.s.electrolyzer.om_cost_per_kwh * p.hours_per_time_step * + m[:dvRatedProduction][t, ts] for t in p.techs.electrolyzer, ts in p.time_steps)) + else + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToElectrolyzer][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToElectrolyzer][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToElectrolyzer][b, ts] == 0) + @constraint(m, [t in p.techs.electrolyzer, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvProductionToStorage]["HydrogenStorage",t,ts] == 0) + end + + if !isempty(p.techs.compressor) + if !p.s.electrolyzer.require_compression + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + end + add_compressor_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += m[:TotalCompressorPerUnitProdOMCosts] + else + @constraint(m, [t in p.techs.elec, ts in p.time_steps], + m[:dvProductionToCompressor][t, ts] == 0) + @constraint(m, [ts in p.time_steps], m[:dvGridToCompressor][ts] == 0) + @constraint(m, [b in p.s.storage.types.elec, ts in p.time_steps], + m[:dvStorageToCompressor][b, ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + @constraint(m, [t in p.techs.compressor, ts in p.time_steps], + m[:dvProductionToStorage]["HydrogenStorage",t,ts] == 0) + end + + if !isempty(p.techs.fuel_cell) + add_fuel_cell_constraints(m, p) + m[:TotalPerUnitProdOMCosts] += @expression(m, + sum(p.s.fuel_cell.om_cost_per_kwh * p.hours_per_time_step * + m[:dvRatedProduction][t, ts] for t in p.techs.fuel_cell, ts in p.time_steps)) + else + @constraint(m, [t in p.techs.fuel_cell, ts in p.time_steps], + m[:dvRatedProduction][t,ts] == 0) + end + add_elec_utility_expressions(m, p) add_previous_monthly_peak_constraint(m, p) add_previous_tou_peak_constraint(m, p) + add_yr1_emissions_calcs(m,p) # TODO: random outages in MPC? if !isempty(p.s.electric_utility.outage_durations) @@ -176,9 +278,9 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) add_outage_cost_constraints(m,p) add_MG_production_constraints(m,p) if !isempty(p.s.storage.types.elec) - add_MG_storage_dispatch_constraints(m,p) + add_MG_elec_storage_dispatch_constraints(m,p) else - fix_MG_storage_variables(m,p) + fix_MG_elec_storage_variables(m,p) end add_cannot_have_MG_with_only_PVwind_constraints(m,p) add_MG_size_constraints(m,p) @@ -214,6 +316,12 @@ function build_mpc!(m::JuMP.AbstractModel, p::MPCInputs) if !isempty(p.s.electric_utility.outage_durations) add_to_expression!(Costs, m[:ExpectedOutageCost] + m[:mgTotalTechUpgradeCost] + m[:dvMGStorageUpgradeCost] + m[:ExpectedMGFuelCost]) end + + # Add climate costs + if p.s.settings.include_climate_in_objective # if user selects to include climate in objective + add_to_expression!(Costs, m[:EmissionsYr1_Total_LbsCO2] * p.s.financial.CO2_cost_per_tonne * TONNE_PER_LB) + end + #= Note: 0.9999*MinChargeAdder in Objective b/c when TotalMinCharge > (TotalEnergyCharges + TotalDemandCharges + TotalExportBenefit + TotalFixedCharges) it is arbitrary where the min charge ends up (eg. could be in TotalDemandCharges or MinChargeAdder). 0.0001*MinChargeAdder is added back into LCC when writing to results. =# @@ -230,17 +338,39 @@ function add_variables!(m::JuMP.AbstractModel, p::MPCInputs) dvCurtail[p.techs.all, p.time_steps] >= 0 # [kW] dvProductionToStorage[p.s.storage.types.all, p.techs.all, p.time_steps] >= 0 # Power from technology t used to charge storage system b [kW] dvDischargeFromStorage[p.s.storage.types.all, p.time_steps] >= 0 # Power discharged from storage system b [kW] + dvProductionToElectrolyzer[p.techs.elec, p.time_steps] >= 0 + dvProductionToCompressor[p.techs.elec, p.time_steps] >= 0 dvGridToStorage[p.s.storage.types.elec, p.time_steps] >= 0 # Electrical power delivered to storage by the grid [kW] + dvGridToElectrolyzer[p.time_steps] >= 0 + dvGridToCompressor[p.time_steps] >= 0 dvStoredEnergy[p.s.storage.types.all, 0:p.time_steps[end]] >= 0 # State of charge of storage system b dvStoragePower[p.s.storage.types.all] >= 0 # Power capacity of storage system b [kW] dvStorageEnergy[p.s.storage.types.all] >= 0 # Energy capacity of storage system b [kWh] + dvStorageToElectrolyzer[p.s.storage.types.elec, p.time_steps] >= 0 + dvStorageToCompressor[p.s.storage.types.elec, p.time_steps] >= 0 # TODO rm dvStoragePower/Energy dv's dvPeakDemandTOU[p.ratchets, 1:1] >= 0 # Peak electrical power demand during ratchet r [kW] dvPeakDemandMonth[p.months] >= 0 # Peak electrical power demand during month m [kW] # MinChargeAdder >= 0 + dvDischargePumpPower[p.s.storage.types.hightemp, p.time_steps] >= 0 end # TODO: tiers in MPC tariffs and variables? + # Thermal variables + if !isempty(p.techs.heating) + @variable(m, dvHeatingProduction[p.techs.heating, p.heating_loads, p.time_steps] >= 0) + @variable(m, dvProductionToWaste[p.techs.heating, p.heating_loads, p.time_steps] >= 0) + if !isempty(p.s.storage.types.hot) + @variable(m, dvStorageChargePower[p.s.storage.types.hot] >= 0) + @variable(m, dvStorageDischargePower[p.s.storage.types.hot] >= 0) + @variable(m, dvHeatToStorage[p.s.storage.types.hot, p.techs.heating, p.heating_loads, p.time_steps] >= 0) # Power charged to hot storage b at quality q [kW] + @variable(m, dvHeatFromStorage[p.s.storage.types.hot, p.heating_loads, p.time_steps] >= 0) # Power discharged from hot storage system b for load q [kW] + end + + # Placeholder variable for cooling + # @variable(m, dvCoolingProduction[p.techs.cooling, p.time_steps] >= 0) + end + if !isempty(p.s.electric_tariff.export_bins) @variable(m, dvProductionToGrid[p.techs.elec, p.s.electric_tariff.export_bins, p.time_steps] >= 0) end @@ -248,8 +378,17 @@ function add_variables!(m::JuMP.AbstractModel, p::MPCInputs) m[:dvSize] = p.existing_sizes for b in p.s.storage.types.all - fix(m[:dvStoragePower][b], p.s.storage.attr["ElectricStorage"].size_kw, force=true) - fix(m[:dvStorageEnergy][b], p.s.storage.attr["ElectricStorage"].size_kwh, force=true) + if b in p.s.storage.types.elec + fix(m[:dvStoragePower][b], p.s.storage.attr["ElectricStorage"].size_kw, force=true) + fix(m[:dvStorageEnergy][b], p.s.storage.attr["ElectricStorage"].size_kwh, force=true) + elseif b in p.s.storage.types.hydrogen + fix(m[:dvStorageEnergy][b], p.s.storage.attr["HydrogenStorage"].size_kg, force=true) + elseif b in p.s.storage.types.hot + fix(m[:dvStorageChargePower][b], p.s.storage.attr["HighTempThermalStorage"].charge_kw, force=true) + fix(m[:dvStorageDischargePower][b], p.s.storage.attr["HighTempThermalStorage"].discharge_kw, force=true) + # fix(m[:dvStoragePower][b], p.s.storage.attr["HighTempThermalStorage"].size_kw, force=true) + fix(m[:dvStorageEnergy][b], p.s.storage.attr["HighTempThermalStorage"].size_kwh, force=true) + end end # not modeling min charges since control does not affect them @@ -280,7 +419,7 @@ function add_variables!(m::JuMP.AbstractModel, p::MPCInputs) # TODO: currently defining more decision variables than necessary b/c using rectangular arrays, could use dicts of decision variables instead @variables m begin # if there is more than one specified outage, there can be more othan one outage start time dvUnservedLoad[S, tZeros, outage_time_steps] >= 0 # unserved load not met by system - dvMGProductionToStorage[p.techs.all, S, tZeros, outage_time_steps] >= 0 # Electricity going to the storage system during each time_step + dvMGProductionToStorage[union(p.s.storage.types.elec, p.s.storage.types.hydrogen), union(p.techs.elec, p.techs.electrolyzer, p.techs.compressor), S, tZeros, outage_time_steps] >= 0 # Electricity going to the storage system during each time_step dvMGDischargeFromStorage[S, tZeros, outage_time_steps] >= 0 # Electricity coming from the storage system during each time_step dvMGRatedProduction[p.techs.all, S, tZeros, outage_time_steps] # MG Rated Production at every time_step. Multiply by production_factor to get actual energy dvMGStoredEnergy[S, tZeros, 0:max_outage_duration] >= 0 # State of charge of the MG storage system @@ -299,4 +438,12 @@ function add_variables!(m::JuMP.AbstractModel, p::MPCInputs) binMGGenIsOnInTS[S, tZeros, outage_time_steps], Bin end end + + if p.s.settings.off_grid_flag + @variables m begin + # dvOpResFromBatt[p.s.storage.types.elec, p.time_steps_without_grid] >= 0 # Operating reserves provided by the electric storage [kW] + # dvOpResFromTechs[p.techs.providing_oper_res, p.time_steps_without_grid] >= 0 # Operating reserves provided by techs [kW] + 1 >= dvOffgridLoadServedFraction[p.time_steps_without_grid] >= 0 # Critical load served in each time_step. Applied in off-grid scenarios only. [fraction] + end + end end \ No newline at end of file diff --git a/src/mpc/model_multinode.jl b/src/mpc/model_multinode.jl index 68a3ef34a..a5d5383b9 100644 --- a/src/mpc/model_multinode.jl +++ b/src/mpc/model_multinode.jl @@ -176,12 +176,30 @@ function add_variables!(m::JuMP.AbstractModel, ps::AbstractVector{MPCInputs}) m[Symbol(x)] = @variable(m, [p.s.storage.types.all, p.time_steps], base_name=x, lower_bound=0) end + dv = "dvStorageToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvStorageToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvProductionToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.techs.elec, p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvProductionToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.techs.elec, p.time_steps], base_name=dv, lower_bound=0) + dv = "dvGridToStorage"*_n m[Symbol(dv)] = @variable(m, [p.s.storage.types.elec, p.time_steps], base_name=dv, lower_bound=0) dv = "dvGridPurchase"*_n m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + dv = "dvGridToElectrolyzer"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + + dv = "dvGridToCompressor"*_n + m[Symbol(dv)] = @variable(m, [p.time_steps], base_name=dv, lower_bound=0) + dv = "dvPeakDemandTOU"*_n m[Symbol(dv)] = @variable(m, [p.ratchets, 1], base_name=dv, lower_bound=0) diff --git a/src/mpc/results.jl b/src/mpc/results.jl index 7304bacc2..41c60e653 100644 --- a/src/mpc/results.jl +++ b/src/mpc/results.jl @@ -8,6 +8,8 @@ MPC Scenarios will return a results Dict with the following keys: - `ElectricUtility` - `PV` - `Generator` +- `Electrolyzer` +- `FuelCell` """ function mpc_results(m::JuMP.AbstractModel, p::MPCInputs; _n="") tstart = time() @@ -23,7 +25,11 @@ function mpc_results(m::JuMP.AbstractModel, p::MPCInputs; _n="") for b in p.s.storage.types.hot if p.s.storage.attr[b].size_kwh > 0 - add_hot_storage_results(m, p, d, b; _n) + if b == "HighTempThermalStorage" + add_high_temp_storage_results(m, p, d, b; _n) + else + add_hot_storage_results(m, p, d, b; _n) + end end end @@ -40,10 +46,40 @@ function mpc_results(m::JuMP.AbstractModel, p::MPCInputs; _n="") add_pv_results(m, p, d; _n) end + if "Wind" in p.techs.all + add_wind_results(m, p, d; _n) + end + if !isempty(p.techs.gen) add_generator_results(m, p, d; _n) end + if !isempty(p.techs.electrolyzer) + add_electrolyzer_results(m, p, d; _n) + add_hydrogen_load_results(m, p, d; _n) + end + + if !isempty(p.techs.fuel_cell) + add_fuel_cell_results(m, p, d; _n) + end + + if !isempty(p.techs.compressor) + add_compressor_results(m, p, d; _n) + end + + for b in p.s.storage.types.hydrogen + if p.s.storage.attr[b].size_kg > 0 + if b in p.s.storage.types.hydrogen + add_hydrogen_storage_results(m, p, d, b; _n) + end + end + end + + if !isempty(p.techs.electric_heater) + add_heating_load_results(m, p, d; _n) + add_electric_heater_results(m, p, d; _n) + end + d["Costs"] = value(m[Symbol("Costs"*_n)]) time_elapsed = time() - tstart diff --git a/src/mpc/scenario.jl b/src/mpc/scenario.jl index db6c6d096..4f4182fd2 100644 --- a/src/mpc/scenario.jl +++ b/src/mpc/scenario.jl @@ -1,7 +1,9 @@ # REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. struct MPCScenario <: AbstractScenario settings::Settings + site::MPCSite pvs::Array{MPCPV, 1} + wind::MPCWind storage::Storage electric_tariff::MPCElectricTariff electric_load::MPCElectricLoad @@ -9,6 +11,15 @@ struct MPCScenario <: AbstractScenario financial::MPCFinancial generator::MPCGenerator cooling_load::MPCCoolingLoad + dhw_load::MPCDomesticHotWaterLoad + space_heating_load::MPCSpaceHeatingLoad + process_heat_load::MPCProcessHeatLoad + electric_heater::MPCElectricHeater + electrolyzer::MPCElectrolyzer + fuel_cell::MPCFuelCell + hydrogen_load::MPCHydrogenLoad + compressor::MPCCompressor + flexible_hvac::Union{FlexibleHVAC, Nothing} limits::MPCLimits node::Int end @@ -21,7 +32,9 @@ Method for creating the MPCScenario struct: ```julia struct MPCScenario <: AbstractScenario settings::Settings + site::MPCSite pvs::Array{MPCPV, 1} + wind::MPCWind storage::Storage electric_tariff::MPCElectricTariff electric_load::MPCElectricLoad @@ -29,6 +42,15 @@ Method for creating the MPCScenario struct: financial::MPCFinancial generator::MPCGenerator cooling_load::MPCCoolingLoad + dhw_load::MPCDomesticHotWaterLoad + space_heating_load::MPCSpaceHeatingLoad + process_heat_load::MPCProcessHeatLoad + electric_heater::MPCElectricHeater + electrolyzer::MPCElectrolyzer + fuel_cell::MPCFuelCell + hydrogen_load::MPCHydrogenLoad + compressor::MPCCompressor + flexible_hvac::Union{FlexibleHVAC, Nothing} limits::MPCLimits node::Int end @@ -40,12 +62,22 @@ The Dict `d` must have at a minimum the keys: Other options include: - "PV", which can contain a Dict or Dict[] + - "Wind" - "ElectricStorage" - "Generator" + - "ProcessHeatLoad" + - "HighTempThermalStorage" + - "ElectricHeater" + - "Electrolyzer" + - "HydrogenStorage" + - "FuelCell" + - "HydrogenLoad" + - "Compressor" - "ElectricUtility" - "Settings" - "Financial" - "Limits" + - "Site" """ function MPCScenario(d::Dict) if haskey(d, "Settings") @@ -53,6 +85,12 @@ function MPCScenario(d::Dict) else settings = Settings() end + + if haskey(d, "Site") + site = MPCSite(;dictkeys_tosymbols(d["Site"])...) + else + site = MPCSite() + end pvs = MPCPV[] if haskey(d, "PV") @@ -76,23 +114,72 @@ function MPCScenario(d::Dict) financial = MPCFinancial() end - if haskey(d, "ElectricUtility") - electric_utility = ElectricUtility(; dictkeys_tosymbols(d["ElectricUtility"])...) + if settings.off_grid_flag + if !(haskey(d["ElectricLoad"], "critical_loads_kw")) + @warn "ElectricLoad critical_loads_kw is overridden by loads_kw in off-grid scenarios. If you wish to alter the load profile or load met, adjust the loads_kw or min_load_met_annual_fraction." + d["ElectricLoad"]["critical_loads_kw"] = d["ElectricLoad"]["loads_kw"] + end + end + + electric_load = MPCElectricLoad(; dictkeys_tosymbols(d["ElectricLoad"])...) + + if settings.off_grid_flag + if haskey(d, "ElectricUtility") + @warn "ElectricUtility inputs are not applicable when `off_grid_flag` is true and will be ignored." + end + electric_utility = ElectricUtility(; outage_start_time_step = 1, + outage_end_time_step = length(electric_load.loads_kw), + time_steps_per_hour=settings.time_steps_per_hour, + off_grid_flag=settings.off_grid_flag, + emissions_factor_series_lb_CO2_per_kwh = 0, + emissions_factor_series_lb_NOx_per_kwh = 0, + emissions_factor_series_lb_SO2_per_kwh = 0, + emissions_factor_series_lb_PM25_per_kwh = 0, + mpc_timesteps = length(d["ElectricLoad"]["loads_kw"]) + ) else - electric_utility = ElectricUtility() + if haskey(d, "ElectricUtility") + electric_utility = ElectricUtility(; dictkeys_tosymbols(d["ElectricUtility"])..., + time_steps_per_hour=settings.time_steps_per_hour, + off_grid_flag=settings.off_grid_flag, + mpc_timesteps = length(d["ElectricLoad"]["loads_kw"])) + else + electric_utility = ElectricUtility(time_steps_per_hour=settings.time_steps_per_hour, + off_grid_flag=settings.off_grid_flag, + mpc_timesteps = length(d["ElectricLoad"]["loads_kw"])) + end end + storage_structs = Dict{String, AbstractStorage}() if haskey(d, "ElectricStorage") - # only modeling electrochemical storage so far storage_dict = Dict(dictkeys_tosymbols(d["ElectricStorage"])) else storage_dict = Dict(:size_kw => 0.0, :size_kwh => 0.0) end - storage = Storage(Dict{String, AbstractStorage}("ElectricStorage" => MPCElectricStorage(; storage_dict...))) + storage_structs["ElectricStorage"] = MPCElectricStorage(; storage_dict...) - electric_load = MPCElectricLoad(; dictkeys_tosymbols(d["ElectricLoad"])...) + if haskey(d, "HydrogenStorage") + storage_structs["HydrogenStorage"] = MPCHydrogenStorage(; dictkeys_tosymbols(d["HydrogenStorage"])...) + end + + if haskey(d, "HighTempThermalStorage") + storage_structs["HighTempThermalStorage"] = MPCHighTempThermalStorage(; dictkeys_tosymbols(d["HighTempThermalStorage"])...) + end - electric_tariff = MPCElectricTariff(d["ElectricTariff"]) + storage = Storage(storage_structs) + + if !(settings.off_grid_flag) + electric_tariff = MPCElectricTariff(d["ElectricTariff"]) + else + tariff_dict = Dict([("energy_rates", zeros(length(electric_load.loads_kw)))]) + electric_tariff = MPCElectricTariff(tariff_dict) + end + + if haskey(d, "Wind") + wind = MPCWind(; dictkeys_tosymbols(d["Wind"])...) + else + wind = MPCWind(; size_kw=0) + end if haskey(d, "Generator") generator = MPCGenerator(; dictkeys_tosymbols(d["Generator"])...) @@ -100,8 +187,56 @@ function MPCScenario(d::Dict) generator = MPCGenerator(; size_kw=0) end + if haskey(d, "ProcessHeatLoad") + process_heat_load = MPCProcessHeatLoad(; dictkeys_tosymbols(d["ProcessHeatLoad"])...) + else + process_heat_load = MPCProcessHeatLoad() + end + + if haskey(d, "ElectricHeater") + electric_heater = MPCElectricHeater(; dictkeys_tosymbols(d["ElectricHeater"])...) + else + electric_heater = MPCElectricHeater(; size_mmbtu_per_hour=0) + end + + if haskey(d, "Electrolyzer") + electrolyzer = MPCElectrolyzer(; dictkeys_tosymbols(d["Electrolyzer"])...) + if !electrolyzer.require_compression + compressor = MPCCompressor(; size_kw = 0.0, + om_cost_per_kw = 0.0, + om_cost_per_kwh = 0.0, + efficiency_kwh_per_kg = 0.0 + ) + else + if haskey(d, "Compressor") + compressor = MPCCompressor(; dictkeys_tosymbols(d["Compressor"])...) + else + throw(@error("Must include Compressor size or set require_compression in Electrolyzer as true")) + end + end + else + electrolyzer = MPCElectrolyzer(; size_kw = 0) + compressor = MPCCompressor(; size_kw = 0) + end + + if haskey(d, "FuelCell") + fuel_cell = MPCFuelCell(; dictkeys_tosymbols(d["FuelCell"])...) + else + fuel_cell = MPCFuelCell(; size_kw=0) + end + + if haskey(d, "HydrogenLoad") + hydrogen_load = MPCHydrogenLoad(; dictkeys_tosymbols(d["HydrogenLoad"])...) + else + hydrogen_load = MPCHydrogenLoad(; loads_kg = zeros(length(electric_load.loads_kw))) + end + # Placeholder/dummy cooling load set to zeros cooling_load = MPCCoolingLoad(; loads_kw_thermal = zeros(length(electric_load.loads_kw)), cop=1.0) + dhw_load = MPCDomesticHotWaterLoad(; loads_kw_thermal = zeros(length(electric_load.loads_kw))) + space_heating_load = MPCSpaceHeatingLoad(; loads_kw_thermal = zeros(length(electric_load.loads_kw))) + flexible_hvac = nothing + if haskey(d, "Limits") limits = MPCLimits(; dictkeys_tosymbols(d["Limits"])...) else @@ -116,7 +251,9 @@ function MPCScenario(d::Dict) return MPCScenario( settings, + site, pvs, + wind, storage, electric_tariff, electric_load, @@ -124,6 +261,15 @@ function MPCScenario(d::Dict) financial, generator, cooling_load, + dhw_load, + space_heating_load, + process_heat_load, + electric_heater, + electrolyzer, + fuel_cell, + hydrogen_load, + compressor, + flexible_hvac, limits, node ) diff --git a/src/mpc/structs.jl b/src/mpc/structs.jl index 340bb07c0..a9baff4ec 100644 --- a/src/mpc/structs.jl +++ b/src/mpc/structs.jl @@ -1,44 +1,75 @@ # REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. + """ - MPCElectricLoad +`MPCSite` is an optional REopt MPC input with the following keys and default values: - Base.@kwdef struct MPCElectricLoad - loads_kw::Array{Real,1} - critical_loads_kw::Union{Nothing, Array{Real,1}} = nothing - end +```julia + include_exported_elec_emissions_in_total::Bool = true, # Accounts for the emissions offsets from electricity exported to the grid +``` +""" +Base.@kwdef struct MPCSite + include_exported_elec_emissions_in_total::Bool = true +end + +""" +`MPCElectricLoad` is a required REopt MPC input with the following keys and default values: + +```julia + loads_kw::Array{Real,1}, # Electric loads in kW + critical_loads_kw::Union{Nothing, Array{Real,1}} = nothing, # Critical electric load that must be served during outages + min_load_met_annual_fraction::Real = 1.0, # Minimum fraction of the annual electric load that must be met by the system #TODO - check functionality +``` """ Base.@kwdef struct MPCElectricLoad loads_kw::Array{Real,1} critical_loads_kw::Union{Nothing, Array{Real,1}} = nothing + min_load_met_annual_fraction::Real = 1.0 end """ - MPCFinancial +`MPCFinancial` is an optional REopt MPC input with the following keys and default values: - Base.@kwdef struct MPCFinancial - value_of_lost_load_per_kwh::Union{Array{R,1}, R} where R<:Real = 1.00 - end +```julia + value_of_lost_load_per_kwh::Union{Array{R,1}, R} where R<:Real = 1.00, # Value of lost load in \$/kWh + CO2_cost_per_tonne::Real = 51.0, # Cost of CO2 emissions in \$/tonne +``` """ Base.@kwdef struct MPCFinancial value_of_lost_load_per_kwh::Union{Array{R,1}, R} where R<:Real = 1.00 + CO2_cost_per_tonne::Real = 51.0 end """ - MPCPV +`MPCPV` is an optional REopt MPC input with the following keys and default values: + ```julia + name::String="PV", # Name of the PV system + size_kw::Real = 0, # Size of the PV system in kW-DC + production_factor_series::Union{Nothing, Array{Real,1}} = nothing, # Production factor series. Must be normalized to units of kW-AC/kW-DC nameplate and equal to the length of loads_kw +``` +""" Base.@kwdef struct MPCPV name::String="PV" size_kw::Real = 0 production_factor_series::Union{Nothing, Array{Real,1}} = nothing end + + +""" +`MPCWind` is an optional REopt MPC input with the following keys and default values: + +```julia + size_kw::Real = 0, # Size of the wind power system in kW + production_factor_series::Union{Nothing, Array{Real,1}} = nothing, # Production factor series. Must be normalized to units of kW-AC/kW-DC nameplate and equal to the length of loads_kw + om_cost_per_kw::Real = 0.0, # Fixed O&M cost based on power capacity (\$/kW-installed) ``` """ -Base.@kwdef struct MPCPV - name::String="PV" +Base.@kwdef struct MPCWind size_kw::Real = 0 production_factor_series::Union{Nothing, Array{Real,1}} = nothing + om_cost_per_kw::Real = 0.0 end @@ -73,7 +104,7 @@ end """ MPCElectricTariff(d::Dict) -function for parsing user inputs into +Function for parsing user inputs into: ```julia struct MPCElectricTariff monthly_previous_peak_demands::Array{Float64,1} @@ -118,10 +149,10 @@ Keys for `d` include: - `tou_demand_rates` - an array of time-of-use demand rates - - must have length equal to `tou_demand_time_steps` + - must have length equal to `tou_demand_ratchet_time_steps` - default = [] - - `tou_demand_time_steps` + - `tou_demand_ratchet_time_steps` - an array of arrays for the integer time steps that apply to the `tou_demand_rates` - default = [] @@ -129,7 +160,7 @@ Keys for `d` include: - `tou_previous_peak_demands` - an array of the previous peak demands set in each time-of-use demand period - - must have length equal to `tou_demand_time_steps` + - must have length equal to `tou_demand_ratchet_time_steps` - default = [] - `net_metering` @@ -152,9 +183,9 @@ function MPCElectricTariff(d::Dict) monthly_previous_peak_demands = get(d, "monthly_previous_peak_demands", [0.0]) tou_demand_rates = get(d, "tou_demand_rates", Float64[]) - tou_demand_time_steps = get(d, "tou_demand_time_steps", []) + tou_demand_ratchet_time_steps = get(d, "tou_demand_ratchet_time_steps", []) tou_previous_peak_demands = get(d, "tou_previous_peak_demands", Float64[]) - @assert length(tou_demand_rates) == length(tou_demand_time_steps) == length(tou_previous_peak_demands) + @assert length(tou_demand_rates) == length(tou_demand_ratchet_time_steps) == length(tou_previous_peak_demands) # TODO can remove these inputs? fixed_monthly_charge = 0.0 @@ -197,7 +228,7 @@ function MPCElectricTariff(d::Dict) monthly_previous_peak_demands, 1, tou_demand_rates, - tou_demand_time_steps, + tou_demand_ratchet_time_steps, tou_previous_peak_demands, 1, fixed_monthly_charge, @@ -215,53 +246,53 @@ end """ - MPCElectricStorage +`MPCElectricStorage` is an optional REopt MPC input with the following keys and default values: ```julia -Base.@kwdef struct MPCElectricStorage < AbstractElectricStorage - size_kw::Float64 - size_kwh::Float64 - charge_efficiency::Float64 = 0.96 * 0.975^2 - discharge_efficiency::Float64 = 0.96 * 0.975^2 - soc_min_fraction::Float64 = 0.2 - soc_init_fraction::Float64 = 0.5 - can_grid_charge::Bool = true - grid_charge_efficiency::Float64 = 0.96 * 0.975^2 -end + size_kw::Float64, # Size of the storage inverter in kW + size_kwh::Float64, # Size of the storage system in kWh + charge_efficiency::Float64 = 0.96 * 0.975^0.5, # Charge efficiency the storage system + discharge_efficiency::Float64 = 0.96 * 0.975^0.5, # Discharge efficiency the storage system + soc_min_fraction::Float64 = 0.2, # Minimum state of charge fraction + soc_init_fraction::Float64 = 0.5, # Initial state of charge fraction + can_grid_charge::Bool = true, # True/False for if storage can charge from the grid + grid_charge_efficiency::Float64 = can_grid_charge ? charge_efficiency : 0.0, # Efficiency of charging the storage from the grid + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Battery self-discharge per timestep, as a fraction of the system's rated kWh capacity + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Battery self-discharge per timestep, as a fraction of the kWh stored in each timestep ``` """ Base.@kwdef struct MPCElectricStorage <: AbstractElectricStorage size_kw::Float64 size_kwh::Float64 - charge_efficiency::Float64 = 0.96 * 0.975^2 - discharge_efficiency::Float64 = 0.96 * 0.975^2 + charge_efficiency::Float64 = 0.96 * 0.975^0.5 + discharge_efficiency::Float64 = 0.96 * 0.975^0.5 soc_min_fraction::Float64 = 0.2 soc_init_fraction::Float64 = 0.5 can_grid_charge::Bool = true - grid_charge_efficiency::Float64 = 0.96 * 0.975^2 + grid_charge_efficiency::Float64 = can_grid_charge ? charge_efficiency : 0.0 max_kw::Float64 = size_kw max_kwh::Float64 = size_kwh minimum_avg_soc_fraction::Float64 = 0.0 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + fixed_dispatch_series::Union{Nothing, Array{Real,1}} = nothing end """ - MPCGenerator +`MPCGenerator` is an optional REopt MPC input with the following keys and default values: -struct with inner constructor: ```julia -function MPCGenerator(; - size_kw::Real, - fuel_cost_per_gallon::Real = 3.0, - electric_efficiency_full_load::Real = 0.3233, - electric_efficiency_half_load::Real = electric_efficiency_full_load, - fuel_avail_gal::Real = 1.0e9, - fuel_higher_heating_value_kwh_per_gal::Real = KWH_PER_GAL_DIESEL, - min_turn_down_fraction::Real = 0.0, # TODO change this to non-zero value - only_runs_during_grid_outage::Bool = true, - sells_energy_back_to_grid::Bool = false, - om_cost_per_kwh::Real=0.0, - ) + size_kw::Real, # Size of the generator in kW + fuel_cost_per_gallon::Real = 3.0, # Fuel cost (\$/gal) + electric_efficiency_full_load::Real = 0.3233, # Electric efficiency of the generator at full load + electric_efficiency_half_load::Real = electric_efficiency_full_load, # Electric efficiency of the generator at half load + fuel_avail_gal::Real = 1.0e9, # Fuel available (gallons) + fuel_higher_heating_value_kwh_per_gal::Real = KWH_PER_GAL_DIESEL, # Higher heating value of the fuel in kWh per gallon (defaults to the HHV of diesel) + min_turn_down_fraction::Real = 0.0, # Minimum generator loading in fraction of capacity (size_kw) + only_runs_during_grid_outage::Bool = true, # True/False for if generator only runs during grid outages + sells_energy_back_to_grid::Bool = false, # True/False for if generator can sell energy back to the grid + om_cost_per_kwh::Real=0.0, # Variable O&M cost based on energy produced (\$/kWh of production) ``` """ struct MPCGenerator <: AbstractGenerator @@ -308,27 +339,245 @@ struct MPCGenerator <: AbstractGenerator end end +#HYDROGEN TECHS +""" +`MPCElectrolyzer` is an optional REopt MPC input with the following keys and default values: + +```julia + size_kw::Float64, # Size of the electrolyzer in kW + require_compression::Bool = true, # If true, a compressor is used to bring the hydrogen produced by the electrolyzer to higher pressures before storage + efficiency_kwh_per_kg::Float64 = 55.8, # Efficiency of the electrolyzer in kWh of energy required per kg of hydrogen produced + om_cost_per_kw::Float64 = 66.16, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh::Float64 = 0.0005, # Variable O&M cost based on production (\$/kWh of production) +``` +""" +Base.@kwdef struct MPCElectrolyzer <: AbstractElectrolyzer + size_kw::Float64 + require_compression::Bool = true + efficiency_kwh_per_kg::Float64 = 55.8 + om_cost_per_kw::Float64 = 66.16 + om_cost_per_kwh::Float64 = 0.0005 +end + +""" +`MPCHydrogenStorage` is an optional REopt MPC input with the following keys and default values: + +```julia + size_kg::Float64, # Size of the hydrogen storage in kg + soc_min_fraction::Float64 = 0.05, # Minimum state of charge fraction + soc_init_fraction::Float64 = 0.5, # Initial state of charge fraction + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Storage leakage per timestep, as a fraction of the rated kg capacity of the H2 storage tank + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 # Storage leakage per timestep, as a fraction of the kg of H2 stored in each timestep + minimum_avg_soc_fraction::Float64 = 0.0, # Minimum average state of charge fraction of the system over a typical year of operation +``` +""" +Base.@kwdef struct MPCHydrogenStorage <: AbstractHydrogenStorage + size_kg::Float64 + soc_min_fraction::Float64 = 0.01 + soc_init_fraction::Float64 = 0.5 + capacity_based_per_ts_self_discharge_fraction::Float64 = 0.0 + soc_based_per_ts_self_discharge_fraction::Float64 = 0.0 + max_kg::Float64 = size_kg + minimum_avg_soc_fraction::Float64 = 0.0 +end + +""" +`MPCFuelCell` is an optional REopt MPC input with the following keys and default values: + +```julia + size_kw::Float64, # Size of the fuel cell in kW + efficiency_kwh_per_kg::Float64 = 15.98, # Efficiency of the fuel cell in kWh of electricity generated per kg of hydrogen consumed + om_cost_per_kw::Float64 = 16, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh::Float64 = 0.0016, # Variable O&M cost based on production (\$/kWh of production) +``` +""" +Base.@kwdef struct MPCFuelCell <: AbstractFuelCell + size_kw::Float64 + efficiency_kwh_per_kg::Float64 = 15.98 + om_cost_per_kw::Float64 = 16 + om_cost_per_kwh::Float64 = 0.0016 +end + +""" +`MPCHydrogenLoad` is an optional REopt MPC input with the following keys and default values: + +```julia + loads_kg::Array{Real,1} = Real[], # Hydrogen loads in kg; must be equal to the length of loads_kw +``` +""" +Base.@kwdef struct MPCHydrogenLoad + loads_kg::Array{Real,1} = Real[] +end + +""" +`MPCCompressor` is an optional REopt MPC input with the following keys and default values: + +```julia + size_kw::Float64, # Size of the compressor in kW + efficiency_kwh_per_kg::Float64 = 3.3, # Efficiency of the compressor in kWh of energy required per kg of hydrogen compressed + om_cost_per_kw::Float64 = 0, # Fixed O&M cost based on power capacity (\$/kW-installed) + om_cost_per_kwh::Float64 = 0, # Variable O&M cost based on production (\$/kWh of production) +``` +""" +Base.@kwdef struct MPCCompressor <: AbstractCompressor + size_kw::Float64 + efficiency_kwh_per_kg::Float64 = 3.3 + om_cost_per_kwh::Float64 = 0 + om_cost_per_kw::Float64 = 0 +end + +# THERMAL TECHS """ - MPCCoolingLoad +`MPCProcessHeatLoad` is an optional REopt MPC input with the following keys and default values: - Base.@kwdef struct MPCCoolingLoad - loads_kw_thermal::Array{Real,1} +```julia + heat_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], # Process heat loads in MMBTU per hour; must be equal to the length of loads_kw +``` +""" +struct MPCProcessHeatLoad + loads_kw#::Union{Nothing, Array{Real,1}} = nothing + # production_factor_series::Union{Nothing, Array{Real,1}} = nothing + function MPCProcessHeatLoad(; + heat_loads_mmbtu_per_hour::Array{<:Real,1} = Real[], + ) + loads_kw = heat_loads_mmbtu_per_hour * KWH_PER_MMBTU + new(loads_kw) end +end + +""" +`MPCElectricHeater` is an optional REopt MPC input with the following keys and default values: + +```julia + size_mmbtu_per_hour::Real, # Thermal power size in MMBTU per hour + cop::Real = 1.0, # Coefficient of performance of the heating (i.e., thermal power produced / electricity consumed) + can_serve_dhw::Bool = true, # True/False for if technology can supply heat to the domestic hot water loads + can_serve_space_heating::Bool = true, # True/False for if technology can supply heat to the space heating loads + can_serve_process_heat::Bool = true, # True/False for if technology can supply heat to the process heat loads +``` +""" +struct MPCElectricHeater <: AbstractThermalTech + size_kw#::Real + cop#::Real + can_serve_dhw#::Bool + can_serve_space_heating#::Bool + can_serve_process_heat#::Bool + + function MPCElectricHeater(; + size_mmbtu_per_hour::Real, + cop::Real = 1.0, + can_serve_dhw::Bool = true, + can_serve_space_heating::Bool = true, + can_serve_process_heat::Bool = true + ) + # Convert max sizes, cost factors from mmbtu_per_hour to kw + size_kw = size_mmbtu_per_hour * KWH_PER_MMBTU + + new( + size_kw, + cop, + can_serve_dhw, + can_serve_space_heating, + can_serve_process_heat + ) + end +end + +""" + MPCCoolingLoad - Placeholder, not yet implemented in REopt MPC + +```julia +Base.@kwdef struct MPCCoolingLoad + loads_kw_thermal::Array{Real,1} +end +``` """ Base.@kwdef struct MPCCoolingLoad loads_kw_thermal::Array{Real,1} cop::Union{Real, Nothing} end +""" + MPCDomesticHotWaterLoad - Placeholder, not yet implemented in REopt MPC +```julia +Base.@kwdef struct MPCDomesticHotWaterLoad + loads_kw_thermal::Array{Real,1} +end +``` +""" +Base.@kwdef struct MPCDomesticHotWaterLoad + loads_kw_thermal::Array{Real,1} +end + +""" + MPCSpaceHeatingLoad - Placeholder, not yet implemented in REopt MPC + +```julia +Base.@kwdef struct MPCSpaceHeatingLoad + loads_kw_thermal::Array{Real,1} +end +``` +""" +Base.@kwdef struct MPCSpaceHeatingLoad + loads_kw_thermal::Array{Real,1} +end + + +""" +`MPCHighTempThermalStorage` is an optional REopt MPC input with the following keys and default values: + +```julia + charge_kw::Float64, # Size of the charge mechanism in kW + discharge_kw::Float64, # Size of the discharge mechanism in kW + size_kwh::Float64, # Size of the thermal storage size in kWh + charge_efficiency::Float64 = 1.0, # Efficiency of the charge mechanism + discharge_efficiency::Float64 = 0.9, # Efficiency of the discharge mechanism + constrain_dispatch_to_stored_kwh::Bool = false, # True/False for if maximum charge and discharge power in timestep t is constrained to be less than a fraction of the energy stored in the system in timestep t-1 + charge_limit_as_fraction_of_stored_kwh::Float64 = 1.0, # If constrain_dispatch_to_stored_kwh is true, limit charging power to this fraction of the energy stored in the system in the previous timestep + discharge_limit_as_fraction_of_stored_kwh::Float64 = 1.0, # If constrain_dispatch_to_stored_kwh is true, limit discharging power to this fraction of the energy stored in the system in the previous timestep + include_discharge_pump_losses::Bool = false, # True/False for if auxiliary pump losses based on discharge power are modeled + pump_loss_as_fraction_of_discharge_kw::Float64 = 0.01, # Fraction of discharge power that is consumed as electricity by the auxiliary pump. This electric power must be supplied by another source. + soc_min_fraction::Float64 = 0.2, # Minimum state of charge fraction + soc_init_fraction::Float64 = 0.5, # Initial state of charge fraction + minimum_avg_soc_fraction::Float64 = 0.0, # Minimum average state of charge fraction of the system over a typical year of operation + thermal_decay_rate_fraction::Float64 = 0.0004, # Fraction of stored energy lost per timestep due to thermal decay + can_serve_dhw::Bool = false, # True/False for if technology can supply heat to the domestic hot water loads + can_serve_space_heating::Bool = false, # True/False for if technology can supply heat to the space heating loads + can_serve_process_heat::Bool = true, # True/False for if technology can supply heat to the process heat loads +``` """ - MPCLimits +Base.@kwdef struct MPCHighTempThermalStorage <: AbstractThermalStorage + charge_kw::Float64 + discharge_kw::Float64 + size_kwh::Float64 + charge_efficiency::Float64 = 1.0 + discharge_efficiency::Float64 = 0.9 + constrain_dispatch_to_stored_kwh::Bool = false + charge_limit_as_fraction_of_stored_kwh::Float64 = 1.0 + discharge_limit_as_fraction_of_stored_kwh::Float64 = 1.0 + include_discharge_pump_losses::Bool = false + pump_loss_as_fraction_of_discharge_kw::Float64 = 0.01 + soc_min_fraction::Float64 = 0.2 + soc_init_fraction::Float64 = 0.5 + size_kw::Float64 = charge_kw + discharge_kw + max_kw::Float64 = max(charge_kw, discharge_kw) + max_kwh::Float64 = size_kwh + minimum_avg_soc_fraction::Float64 = 0.0 + thermal_decay_rate_fraction::Float64 = 0.0004 + can_serve_dhw::Bool = false + can_serve_space_heating::Bool = false + can_serve_process_heat::Bool = true +end -struct for MPC specific input parameters: -- `grid_draw_limit_kw_by_time_step::Vector{<:Real}` limits for grid power consumption in each time step; length must be same as `length(loads_kw)`. -- `export_limit_kw_by_time_step::Vector{<:Real}` limits for grid power export in each time step; length must be same as `length(loads_kw)`. +""" +`MPCLimits` is an optional REopt MPC input with the following keys and default values: +```julia + grid_draw_limit_kw_by_time_step::Vector{<:Real}, # Limits grid power consumption in each time step (length of input series must be same as loads_kw) + export_limit_kw_by_time_step::Vector{<:Real}, # Limits grid power export in each time step (length of input series must be same as loads_kw) +``` !!! warn `grid_draw_limit_kw_by_time_step` and `export_limit_kw_by_time_step` values can lead to infeasible problems. For example, there is a constraint that the electric load must be met in diff --git a/src/outagesim/backup_reliability.jl b/src/outagesim/backup_reliability.jl index d089d207c..9692da169 100644 --- a/src/outagesim/backup_reliability.jl +++ b/src/outagesim/backup_reliability.jl @@ -1349,7 +1349,7 @@ end Return dictionary of backup reliability results. # Arguments -- `d::Dict`: REopt results dictionary. +- `d::Dict`: REopt results dictionary. Subhourly time steps are not yet supported. - `p::REoptInputs`: REopt Inputs Struct. - `r::Dict`: Dictionary of inputs for reliability calculations. If r not included then uses all defaults. Possible keys in r: @@ -1381,17 +1381,17 @@ Return dictionary of backup reliability results. # Arguments - `r::Dict`: Dictionary of inputs for reliability calculations. If r not included then uses all defaults. Possible keys in r: --critical_loads_kw::Array Critical loads per time step. (Required input) +-critical_loads_kw::Array Critical loads per time step. Must be hourly and have length of 8760. (Required input) -microgrid_only::Bool Boolean to check if only microgrid runs during grid outage (defaults to false) -chp_size_kw::Real CHP capacity. -pv_size_kw::Real Size of PV System --pv_production_factor_series::Array PV production factor per time step (required if pv_size_kw in dictionary) +-pv_production_factor_series::Array PV production factor per time step. Must be hourly and have length of 8760. (Required if pv_size_kw in dictionary) -pv_migrogrid_upgraded::Bool If true then PV runs during outage if microgrid_only = TRUE (defaults to false) -battery_size_kw::Real Battery capacity. If no battery installed then PV disconnects from system during outage -battery_size_kwh::Real Battery energy storage capacity -battery_charge_efficiency::Real Battery charge efficiency -battery_discharge_efficiency::Real Battery discharge efficiency --battery_starting_soc_series_fraction::Array Battery percent state of charge time series during normal grid-connected usage +-battery_starting_soc_series_fraction::Array Battery percent state of charge time series during normal grid-connected usage. Must be hourly and have length of 8760. -generator_failure_to_start::Real = 0.0094 Chance of generator starting given outage -generator_mean_time_to_failure::Real = 1100 Average number of time steps between a generator's failures. 1/(failure to run probability). -num_generators::Int = 1 Number of generators. diff --git a/src/results/boiler.jl b/src/results/boiler.jl index 0bfb119ec..5cd0bd2de 100644 --- a/src/results/boiler.jl +++ b/src/results/boiler.jl @@ -9,6 +9,9 @@ - `thermal_to_storage_series_mmbtu_per_hour` # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] - `thermal_to_steamturbine_series_mmbtu_per_hour` # Thermal power production to SteamTurbine series [MMBtu/hr] - `thermal_to_load_series_mmbtu_per_hour` # Thermal power production to serve the heating load series [MMBtu/hr] +- `thermal_to_dhw_load_series_mmbtu_per_hour` # Thermal power production to serve the domestic hot water heating load series [MMBtu/hr] +- `thermal_to_space_heating_load_series_mmbtu_per_hour` # Thermal power production to serve the space heating load series [MMBtu/hr] +- `thermal_to_process_heat_load_series_mmbtu_per_hour` # Thermal power production to serve the process heating load series [MMBtu/hr] - `lifecycle_fuel_cost_after_tax` # Life cycle fuel cost [\$] - `year_one_fuel_cost_before_tax` # Year one fuel cost, before tax [\$] - `year_one_fuel_cost_after_tax` # Year one fuel cost, after tax [\$] @@ -34,7 +37,7 @@ function add_boiler_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n=" @expression(m, NewBoilerToHotTESKW[ts in p.time_steps], sum(m[:dvHeatToStorage][b,"Boiler",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) ) - @expression(m, NewBoilerToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], m[Symbol("dvHeatToStorage"*_n)]["HotThermalStorage","Boiler",q,ts]) + @expression(m, NewBoilerToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], m[Symbol("dvHeatToStorage"*_n)][b,"Boiler",q,ts] for b in p.s.storage.types.hot) else NewBoilerToHotTESKW = zeros(length(p.time_steps)) @expression(m, NewBoilerToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], 0.0) diff --git a/src/results/chp.jl b/src/results/chp.jl index 90ea526a9..4d094e20b 100644 --- a/src/results/chp.jl +++ b/src/results/chp.jl @@ -13,6 +13,9 @@ - `thermal_to_storage_series_mmbtu_per_hour` Thermal power to TES (HotThermalStorage) time-series array [MMBtu/hr] - `thermal_curtailed_series_mmbtu_per_hour` Thermal power wasted/unused/vented time-series array [MMBtu/hr] - `thermal_to_load_series_mmbtu_per_hour` Thermal power to serve the heating load time-series array [MMBtu/hr] +- `thermal_to_dhw_load_series_mmbtu_per_hour` Thermal power to serve the domestic hot water heating load time-series array [MMBtu/hr] +- `thermal_to_space_heating_load_series_mmbtu_per_hour` Thermal power to serve the space heating load time-series array [MMBtu/hr] +- `thermal_to_process_heat_load_series_mmbtu_per_hour` Thermal power to serve the process heating load time-series array [MMBtu/hr] - `thermal_to_steamturbine_series_mmbtu_per_hour` Thermal (steam) power to steam turbine time-series array [MMBtu/hr] - `year_one_fuel_cost_before_tax` Cost of fuel consumed by the CHP system in year one, before tax [\$] - `year_one_fuel_cost_after_tax` Cost of fuel consumed by the CHP system in year one, after tax @@ -75,7 +78,7 @@ function add_chp_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") if !isempty(p.s.storage.types.hot) @expression(m, CHPToHotTES[ts in p.time_steps], sum(m[Symbol("dvHeatToStorage"*_n)]["HotThermalStorage",t,q,ts] for t in p.techs.chp, q in p.heating_loads)) - @expression(m, CHPToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], sum(m[Symbol("dvHeatToStorage"*_n)]["HotThermalStorage",t,q,ts] for t in p.techs.chp)) + @expression(m, CHPToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for b in p.s.storage.types.hot, t in p.techs.chp)) else @expression(m, CHPToHotTES[ts in p.time_steps], 0.0) @expression(m, CHPToHotTESByQuality[q in p.heating_loads, ts in p.time_steps], 0.0) diff --git a/src/results/compressor.jl b/src/results/compressor.jl new file mode 100644 index 000000000..0f2b9cace --- /dev/null +++ b/src/results/compressor.jl @@ -0,0 +1,78 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`Compressor` results keys: +- `size_kw` Optimal compressor capacity (kW) +- `year_one_hydrogen_compressed_kg` Total hydrogen compressed over the first year (kg) +- `year_one_electricity_consumed_kwh` Total energy consumed by the compressor over the first year (kg) +- `electricity_consumed_series_kw` Vector of power consumed by the compressor +- `electricity_from_grid_series_kw` Vector of power from the grid consumed by the compressor +- `electricity_from_fuel_cell_series_kw` Vector of power from the fuel cell consumed by the compressor +- `hydrogen_compressed_series_kg` Vector of hydrogen compressed going into the hydrogen storage tank + +!!! note "'Series' and 'Annual' energy outputs are average annual" + REopt performs load balances using average annual production values for technologies that include degradation. + Therefore, all timeseries (`_series`) and `annual_` results should be interpreted as energy outputs averaged over the analysis period. + +""" +function add_compressor_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") + # Adds the `Compressor` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + r["size_kw"] = round(value(m[Symbol("dvSize"*_n)]["Compressor"]), digits=4) + + CompressorConsumption = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor) + ) + r["electricity_consumed_series_kw"] = round.(value.(CompressorConsumption).data, digits=3) + FuelCellToCompressor = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToCompressor"*_n)][t, ts] for t in p.techs.fuel_cell) + ) + r["electricity_from_fuel_cell_series_kw"] = round.(value.(FuelCellToCompressor).data, digits=3) + r["year_one_electricity_consumed_kwh"] = round(sum(r["electricity_consumed_series_kw"]), digits=2) + GridToCompressor = @expression(m, [ts in p.time_steps], + m[Symbol("dvGridToCompressor"*_n)][ts] + ) + r["electricity_from_grid_series_kw"] = round.(value.(GridToCompressor).data, digits=3) + + if p.s.electrolyzer.require_compression + CompressorProduction = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor) + / p.s.compressor.efficiency_kwh_per_kg + ) + else + CompressorProduction = repeat([0], length(p.time_steps)) + end + + r["hydrogen_compressed_series_kg"] = round.(value.(CompressorProduction).data, digits=3) + r["year_one_hydrogen_compressed_kg"] = round(sum(r["hydrogen_compressed_series_kg"]), digits=2) + + d["Compressor"] = r + +end + +""" +MPC `Compressor` results keys: +- `hydrogen_compressed_series_kg` Vector of hydrogen compressed going into the hydrogen storage tank (kg) +- `electricity_consumed_series_kw` Vector of power consumed by the compressor (kW) +""" +function add_compressor_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + # Adds the `Compressor` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + CompressorProduction = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToStorage"*_n)]["HydrogenStorage", t, ts] for t in p.techs.compressor) + ) + r["hydrogen_compressed_series_kg"] = round.(value.(CompressorProduction), digits=3) + + CompressorConsumption = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.compressor) + ) + r["electricity_consumed_series_kw"] = round.(value.(CompressorConsumption), digits=3) + + d["Compressor"] = r + +end \ No newline at end of file diff --git a/src/results/electric_heater.jl b/src/results/electric_heater.jl index 024804423..acf5e8f8e 100644 --- a/src/results/electric_heater.jl +++ b/src/results/electric_heater.jl @@ -2,14 +2,17 @@ """ `ElectricHeater` results keys: -- `size_mmbtu_per_hour` # Thermal production capacity size of the ElectricHeater [MMBtu/hr] -- `electric_consumption_series_kw` # Fuel consumption series [kW] -- `annual_electric_consumption_kwh` # Fuel consumed in a year [kWh] -- `thermal_production_series_mmbtu_per_hour` # Thermal energy production series [MMBtu/hr] -- `annual_thermal_production_mmbtu` # Thermal energy produced in a year [MMBtu] -- `thermal_to_storage_series_mmbtu_per_hour` # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] -- `thermal_to_steamturbine_series_mmbtu_per_hour` # Thermal power production to SteamTurbine series [MMBtu/hr] -- `thermal_to_load_series_mmbtu_per_hour` # Thermal power production to serve the heating load series [MMBtu/hr] +- `size_mmbtu_per_hour` Thermal production capacity size of the ElectricHeater [MMBtu/hr] +- `electric_consumption_series_kw` Fuel consumption series [kW] +- `annual_electric_consumption_kwh` Fuel consumed in a year [kWh] +- `thermal_production_series_mmbtu_per_hour` Thermal energy production series [MMBtu/hr] +- `annual_thermal_production_mmbtu` Thermal energy produced in a year [MMBtu] +- `thermal_to_storage_series_mmbtu_per_hour` Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] +- `thermal_to_steamturbine_series_mmbtu_per_hour` Thermal power production to SteamTurbine series [MMBtu/hr] +- `thermal_to_load_series_mmbtu_per_hour` Thermal power production to serve the heating load series [MMBtu/hr] +- `thermal_to_dhw_load_series_mmbtu_per_hour` Thermal power production to serve the docmestic hot water heating load series [MMBtu/hr] +- `thermal_to_space_heating_load_series_mmbtu_per_hour` Thermal power production to serve the space heating load series [MMBtu/hr] +- `thermal_to_process_heat_load_series_mmbtu_per_hour` Thermal power production to serve the process heating load series [MMBtu/hr] !!! note "'Series' and 'Annual' energy outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. @@ -93,6 +96,80 @@ function add_electric_heater_results(m::JuMP.AbstractModel, p::REoptInputs, d::D end r["thermal_to_process_heat_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToProcessHeatKW ./ KWH_PER_MMBTU), digits=5) + d["ElectricHeater"] = r + nothing +end + + +""" +MPC `ElectricHeater` results keys: +- `electric_consumption_series_kw` Power consumption series [kW] +- `thermal_production_series_mmbtu_per_hour` Total thermal energy production series [MMBtu/hr] +- `thermal_to_storage_series_mmbtu_per_hour` Thermal power production to storage series [MMBtu/hr] +- `thermal_to_load_series_mmbtu_per_hour` Thermal power production to serve the heating load series [MMBtu/hr] +- `thermal_to_dhw_load_series_mmbtu_per_hour` Thermal power production to serve the docmestic hot water heating load series [MMBtu/hr] +- `thermal_to_space_heating_load_series_mmbtu_per_hour` Thermal power production to serve the space heating load series [MMBtu/hr] +- `thermal_to_process_heat_load_series_mmbtu_per_hour` Thermal power production to serve the process heating load series [MMBtu/hr] +""" + +function add_electric_heater_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + r = Dict{String, Any}() + + @expression(m, ElectricHeaterElectricConsumptionSeries[ts in p.time_steps], + p.hours_per_time_step * sum(m[:dvHeatingProduction][t,q,ts] / p.heating_cop[t][ts] + for q in p.heating_loads, t in p.techs.electric_heater)) + r["electric_consumption_series_kw"] = round.(value.(ElectricHeaterElectricConsumptionSeries), digits=3) + + @expression(m, ElectricHeaterThermalProductionSeries[ts in p.time_steps], + sum(m[:dvHeatingProduction][t,q,ts] for q in p.heating_loads, t in p.techs.electric_heater)) + r["thermal_production_series_mmbtu_per_hour"] = + round.(value.(ElectricHeaterThermalProductionSeries) / KWH_PER_MMBTU, digits=5) + + if !isempty(p.s.storage.types.hot) + @expression(m, ElectricHeaterToHotTESKW[ts in p.time_steps], + sum(m[:dvHeatToStorage][b,"ElectricHeater",q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) + ) + @expression(m, ElectricHeaterToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], + sum(m[:dvHeatToStorage][b,"ElectricHeater",q,ts] for b in p.s.storage.types.hot) + ) + else + @expression(m, ElectricHeaterToHotTESKW[ts in p.time_steps], 0.0) + @expression(m, ElectricHeaterToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], 0.0) + end + r["thermal_to_storage_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToHotTESKW) / KWH_PER_MMBTU, digits=3) + + @expression(m, ElectricHeaterToLoad[ts in p.time_steps], + sum(m[:dvHeatingProduction]["ElectricHeater", q, ts] for q in p.heating_loads) - ElectricHeaterToHotTESKW[ts] + ) + r["thermal_to_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToLoad) / KWH_PER_MMBTU, digits=3) + + if "DomesticHotWater" in p.heating_loads && p.s.electric_heater.can_serve_dhw + @expression(m, ElectricHeaterToDHWKW[ts in p.time_steps], + m[:dvHeatingProduction]["ElectricHeater","DomesticHotWater",ts] - ElectricHeaterToHotTESByQualityKW["DomesticHotWater",ts] + ) + else + @expression(m, ElectricHeaterToDHWKW[ts in p.time_steps], 0.0) + end + r["thermal_to_dhw_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToDHWKW ./ KWH_PER_MMBTU), digits=5) + + if "SpaceHeating" in p.heating_loads && p.s.electric_heater.can_serve_space_heating + @expression(m, ElectricHeaterToSpaceHeatingKW[ts in p.time_steps], + m[:dvHeatingProduction]["ElectricHeater","SpaceHeating",ts] - ElectricHeaterToHotTESByQualityKW["SpaceHeating",ts] + ) + else + @expression(m, ElectricHeaterToSpaceHeatingKW[ts in p.time_steps], 0.0) + end + r["thermal_to_space_heating_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToSpaceHeatingKW ./ KWH_PER_MMBTU), digits=5) + + if "ProcessHeat" in p.heating_loads && p.s.electric_heater.can_serve_space_heating + @expression(m, ElectricHeaterToProcessHeatKW[ts in p.time_steps], + m[:dvHeatingProduction]["ElectricHeater","ProcessHeat",ts] - ElectricHeaterToHotTESByQualityKW["ProcessHeat",ts] + ) + else + @expression(m, ElectricHeaterToProcessHeatKW[ts in p.time_steps], 0.0) + end + r["thermal_to_process_heat_load_series_mmbtu_per_hour"] = round.(value.(ElectricHeaterToProcessHeatKW ./ KWH_PER_MMBTU), digits=5) + d["ElectricHeater"] = r nothing end \ No newline at end of file diff --git a/src/results/electric_load.jl b/src/results/electric_load.jl index 56fec3af5..7f6763263 100644 --- a/src/results/electric_load.jl +++ b/src/results/electric_load.jl @@ -47,7 +47,12 @@ function add_electric_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dic nothing end - +""" +MPC `ElectricLoad` results keys: +- `load_series_kw` Vector of electric load met in every time step +- `offgrid_load_met_series_kw` Vector of electric load met by generation techs, for off-grid scenarios only +- `offgrid_load_met_fraction` Percentage of total electric load met, for off-grid scenarios only +""" function add_electric_load_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") # Adds the `ElectricLoad` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. # Note: the node number is an empty string if evaluating a single `Site`. @@ -55,6 +60,15 @@ function add_electric_load_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; r = Dict{String, Any}() r["load_series_kw"] = p.s.electric_load.loads_kw + r["critical_load_series_kw"] = p.s.electric_load.critical_loads_kw + + if p.s.settings.off_grid_flag + @expression(m, LoadMet[ts in p.time_steps_without_grid], p.s.electric_load.critical_loads_kw[ts] * m[Symbol("dvOffgridLoadServedFraction"*_n)][ts]) + r["offgrid_load_met_series_kw"] = round.(value.(LoadMet).data, digits=6) + @expression(m, LoadMetPct, sum(p.s.electric_load.critical_loads_kw[ts] * m[Symbol("dvOffgridLoadServedFraction"*_n)][ts] for ts in p.time_steps_without_grid) / + sum(p.s.electric_load.critical_loads_kw)) + r["offgrid_load_met_fraction"] = round(value(LoadMetPct), digits=6) + end d["ElectricLoad"] = r nothing diff --git a/src/results/electric_storage.jl b/src/results/electric_storage.jl index ef07eb48c..11f5c269d 100644 --- a/src/results/electric_storage.jl +++ b/src/results/electric_storage.jl @@ -5,6 +5,8 @@ - `size_kwh` Optimal storage capacity - `soc_series_fraction` Vector of normalized (0-1) state of charge values over the first year - `storage_to_load_series_kw` Vector of power used to meet load over the first year +- `storage_to_electrolyzer_series_kw` Vector of power used by electrolyzer over the first year +- `storage_to_compressor_series_kw` Vector of power used by compressor over the first year - `initial_capital_cost` Upfront capital cost for storage and inverter # The following results are reported if storage degradation is modeled: - `state_of_health` @@ -26,10 +28,7 @@ function add_electric_storage_results(m::JuMP.AbstractModel, p::REoptInputs, d:: if r["size_kwh"] != 0 soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) - r["soc_series_fraction"] = round.(value.(soc) ./ r["size_kwh"], digits=3) - - discharge = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] for ts in p.time_steps) - r["storage_to_load_series_kw"] = round.(value.(discharge), digits=3) + r["soc_series_fraction"] = round.(value.(soc) ./ r["size_kwh"], digits=6) r["initial_capital_cost"] = r["size_kwh"] * p.s.storage.attr[b].installed_cost_per_kwh + r["size_kw"] * p.s.storage.attr[b].installed_cost_per_kw @@ -44,9 +43,27 @@ function add_electric_storage_results(m::JuMP.AbstractModel, p::REoptInputs, d:: end r["residual_value"] = value(m[:residual_value]) end + + if !isempty(p.techs.electrolyzer) + BattToElectrolyzer = (m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_electrolyzer_series_kw"] = round.(value.(BattToElectrolyzer), digits=3) + end + + if !isempty(p.techs.compressor) + BattToCompressor = (m[Symbol("dvStorageToCompressor"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_compressor_series_kw"] = round.(value.(BattToCompressor), digits=3) + end + + BattToLoad = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + - m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + - m[Symbol("dvStorageToCompressor"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_load_series_kw"] = round.(value.(BattToLoad), digits=3) + else r["soc_series_fraction"] = [] r["storage_to_load_series_kw"] = [] + r["storage_to_electrolyzer_series_kw"] = [] + r["storage_to_compressor_series_kw"] = [] end d[b] = r @@ -56,15 +73,30 @@ end """ MPC `ElectricStorage` results keys: - `soc_series_fraction` Vector of normalized (0-1) state of charge values over time horizon +- `storage_to_load_series_kw` Vector of power used to meet load +- `storage_to_electrolyzer_series_kw` Vector of power used by electrolyzer +- `storage_to_compressor_series_kw` Vector of power used by compressor """ function add_electric_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, b::String; _n="") r = Dict{String, Any}() soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) - r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kwh, digits=3) + r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kwh, digits=5) + + if !isempty(p.techs.electrolyzer) + BattToElectrolyzer = (m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_electrolyzer_series_kw"] = round.(value.(BattToElectrolyzer), digits=3) + end + + if !isempty(p.techs.compressor) + BattToCompressor = (m[Symbol("dvStorageToCompressor"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_compressor_series_kw"] = round.(value.(BattToCompressor), digits=3) + end - discharge = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] for ts in p.time_steps) - r["to_load_series_kw"] = round.(value.(discharge), digits=3) + BattToLoad = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] + - m[Symbol("dvStorageToElectrolyzer"*_n)][b, ts] + - m[Symbol("dvStorageToCompressor"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_load_series_kw"] = round.(value.(BattToLoad), digits=3) d[b] = r nothing diff --git a/src/results/electric_tariff.jl b/src/results/electric_tariff.jl index 2ae045ff6..afaddad8a 100644 --- a/src/results/electric_tariff.jl +++ b/src/results/electric_tariff.jl @@ -53,9 +53,9 @@ end """ MPC `ElectricTariff` results keys: -- `energy_cost` -- `demand_cost` -- `export_benefit` +- `energy_cost` Cost of energy from the grid in \$/kWh +- `demand_cost` Cost of power from the grid in \$/kW +- `export_benefit` Export credits in \$/kWh """ function add_electric_tariff_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") r = Dict{String, Any}() diff --git a/src/results/electric_utility.jl b/src/results/electric_utility.jl index 79ab20507..a0055b743 100644 --- a/src/results/electric_utility.jl +++ b/src/results/electric_utility.jl @@ -4,6 +4,8 @@ - `annual_energy_supplied_kwh` # Total energy supplied from the grid in an average year. - `electric_to_load_series_kw` # Vector of power drawn from the grid to serve load. - `electric_to_storage_series_kw` # Vector of power drawn from the grid to charge the battery. +- `electric_to_electrolyzer_series_kw` # Vector of power drawn from the grid to be used by electrolyzer. +- `electric_to_compressor_series_kw` # Vector of power drawn from the grid to be used by compressor. - `annual_renewable_electricity_supplied_kwh` # Total renewable electricity supplied from the grid in an average year. - `annual_emissions_tonnes_CO2` # Average annual total tons of CO2 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. - `annual_emissions_tonnes_NOx` # Average annual total tons of NOx emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. @@ -48,19 +50,33 @@ function add_electric_utility_results(m::JuMP.AbstractModel, p::AbstractInputs, if !isempty(p.s.storage.types.elec) GridToLoad = (sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) - - sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + - sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) + - sum(m[Symbol("dvGridToElectrolyzer"*_n)][ts]) + - sum(m[Symbol("dvGridToCompressor"*_n)][ts]) for ts in p.time_steps) GridToBatt = (sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) else GridToLoad = (sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) - for ts in p.time_steps) + - sum(m[Symbol("dvGridToElectrolyzer"*_n)][ts]) + - sum(m[Symbol("dvGridToCompressor"*_n)][ts]) + for ts in p.time_steps) GridToBatt = zeros(length(p.time_steps)) end r["electric_to_load_series_kw"] = round.(value.(GridToLoad), digits=3) r["electric_to_storage_series_kw"] = round.(value.(GridToBatt), digits=3) + if !isempty(p.techs.electrolyzer) + GridToElectrolyzer = (m[Symbol("dvGridToElectrolyzer"*_n)][ts] for ts in p.time_steps) + r["electric_to_electrolyzer_series_kw"] = round.(value.(GridToElectrolyzer), digits=3) + end + + if !isempty(p.techs.compressor) + GridToCompressor = (m[Symbol("dvGridToCompressor"*_n)][ts] for ts in p.time_steps) + r["electric_to_compressor_series_kw"] = round.(value.(GridToCompressor), digits=3) + end + if _n=="" #only output emissions and RE results if not a multinode model r["lifecycle_emissions_tonnes_CO2"] = round(value(m[:Lifecycle_Emissions_Lbs_CO2_grid_net_if_selected]*TONNE_PER_LB), digits=2) r["lifecycle_emissions_tonnes_NOx"] = round(value(m[:Lifecycle_Emissions_Lbs_NOx_grid_net_if_selected]*TONNE_PER_LB), digits=2) @@ -85,31 +101,58 @@ end """ MPC `ElectricUtility` results keys: -- `energy_supplied_kwh` -- `to_battery_series_kw` -- `to_load_series_kw` +- `energy_supplied_kwh` Total energy supplied from the grid in kWh +- `electric_to_storage_series_kw` Vector of power drawn from the grid to charge the battery. +- `electric_to_load_series_kw` Vector of power drawn from the grid to serve load. +- `electric_to_electrolyzer_series_kw` Vector of power drawn from the grid to be used by electrolyzer. +- `electric_to_compressor_series_kw` Vector of power drawn from the grid to be used by compressor. +- `emissions_series_tonnes_CO2` # Total tons of CO2 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. +- `emissions_series_tonnes_NOx` # Total tons of NOx emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. +- `emissions_series_tonnes_SO2` # Total tons of SO2 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchases. Otherwise, it accounts for emissions offset from any export to the grid. +- `emissions_series_tonnes_PM25` # Total tons of PM25 emissions associated with the site's grid-purchased electricity. If include_exported_elec_emissions_in_total is False, this value only reflects grid purchsaes. Otherwise, it accounts for emissions offset from any export to the grid. """ function add_electric_utility_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") r = Dict{String, Any}() - Year1UtilityEnergy = p.hours_per_time_step * + UtilityEnergy = p.hours_per_time_step * sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for ts in p.time_steps, tier in 1:p.s.electric_tariff.n_energy_tiers) - r["energy_supplied_kwh"] = round(value(Year1UtilityEnergy), digits=2) + r["energy_supplied_kwh"] = round(value(UtilityEnergy), digits=2) if p.s.storage.attr["ElectricStorage"].size_kwh > 0 GridToBatt = @expression(m, [ts in p.time_steps], sum(m[Symbol("dvGridToStorage"*_n)][b, ts] for b in p.s.storage.types.elec) ) - r["to_battery_series_kw"] = round.(value.(GridToBatt), digits=3).data else GridToBatt = zeros(length(p.time_steps)) end + GridToLoad = @expression(m, [ts in p.time_steps], sum(m[Symbol("dvGridPurchase"*_n)][ts, tier] for tier in 1:p.s.electric_tariff.n_energy_tiers) - - GridToBatt[ts] + GridToBatt[ts] - + sum(m[Symbol("dvGridToElectrolyzer"*_n)][ts]) - + sum(m[Symbol("dvGridToCompressor"*_n)][ts]) ) - r["to_load_series_kw"] = round.(value.(GridToLoad), digits=3).data + + r["electric_to_storage_series_kw"] = round.(value.(GridToBatt), digits=3) + r["electric_to_load_series_kw"] = round.(value.(GridToLoad), digits=3).data + + if !isempty(p.techs.electrolyzer) + GridToElectrolyzer = (m[Symbol("dvGridToElectrolyzer"*_n)][ts] for ts in p.time_steps) + r["electric_to_electrolyzer_series_kw"] = round.(value.(GridToElectrolyzer), digits=3) + end + + if !isempty(p.techs.compressor) + GridToCompressor = (m[Symbol("dvGridToCompressor"*_n)][ts] for ts in p.time_steps) + r["electric_to_compressor_series_kw"] = round.(value.(GridToCompressor), digits=3) + end + + if _n=="" #only output emissions results if not a multinode model + r["emissions_series_tonnes_CO2"] = round.(value.(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_CO2]*TONNE_PER_LB), digits=5) + r["emissions_series_tonnes_NOx"] = round.(value.(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_NOx]*TONNE_PER_LB), digits=5) + r["emissions_series_tonnes_SO2"] = round.(value.(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_SO2]*TONNE_PER_LB), digits=5) + r["emissions_series_tonnes_PM25"] = round.(value.(m[:yr1_emissions_from_elec_grid_net_if_selected_series_lbs_PM25]*TONNE_PER_LB), digits=5) + end d["ElectricUtility"] = r nothing diff --git a/src/results/electrolyzer.jl b/src/results/electrolyzer.jl new file mode 100644 index 000000000..5c8f2ff12 --- /dev/null +++ b/src/results/electrolyzer.jl @@ -0,0 +1,78 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`Electrolyzer` results keys: +- `size_kw` Optimal electrolyzer capacity (kW) +- `year_one_hydrogen_produced_kg` Total hydrogen produced over the first year (kg) +- `year_one_electricity_consumed_kwh` Total energy consumed by the electrolyzer over the first year (kWh) +- `year_one_water_consumed_gal` Total water consumed by the electrolyzer to produce hydrogen over the first year (gal) +- `electricity_consumed_series_kw` Vector of total power consumed by the electrolyzer to produce hydrogen +- `electricity_from_grid_series_kw` Vector of power from the grid consumed by the electrolyzer to produce hydrogen +- `electricity_from_fuel_cell_series_kw` Vector of power from the fuel cell consumed by the electrolyzer to produce hydrogen +- `electricity_from_pv_series_kw` Vector of power from PV consumed by the electrolyzer to produce hydrogen +- `hydrogen_produced_series_kg` Vector of hydrogen produced by the electrolyzer +- `water_consumed_series_gal` Vector of water consumed by the electrolyzer to produce hydrogen + +!!! note "'Series' and 'Annual' energy outputs are average annual" + REopt performs load balances using average annual production values for technologies that include degradation. + Therefore, all timeseries (`_series`) and `annual_` results should be interpreted as energy outputs averaged over the analysis period. + +""" +function add_electrolyzer_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") + # Adds the `Electrolyzer` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + r["size_kw"] = round(value(m[Symbol("dvSize"*_n)]["Electrolyzer"]), digits=4) + + ElectrolyzerConsumption = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer) + ) + r["electricity_consumed_series_kw"] = round.(value.(ElectrolyzerConsumption).data, digits=3) + GridToElectrolyzer = @expression(m, [ts in p.time_steps], + m[Symbol("dvGridToElectrolyzer"*_n)][ts] + ) + r["electricity_from_grid_series_kw"] = round.(value.(GridToElectrolyzer).data, digits=3) + FuelCellToElectrolyzer = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for t in p.techs.fuel_cell) + ) + r["electricity_from_fuel_cell_series_kw"] = round.(value.(FuelCellToElectrolyzer).data, digits=3) + PVToElectrolyzer = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for t in p.techs.pv) + ) + r["electricity_from_pv_series_kw"] = round.(value.(PVToElectrolyzer).data, digits=3) + r["year_one_electricity_consumed_kwh"] = round(sum(r["electricity_consumed_series_kw"]), digits=2) + + ElectrolyzerProduction = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer) + / p.s.electrolyzer.efficiency_kwh_per_kg + ) + r["hydrogen_produced_series_kg"] = round.(value.(ElectrolyzerProduction).data, digits=3) + r["year_one_hydrogen_produced_kg"] = round(sum(r["hydrogen_produced_series_kg"]), digits=2) + r["water_consumed_series_gal"] = round.(value.(ElectrolyzerProduction).data * 3.78, digits=3) + r["year_one_water_consumed_gal"] = round(sum(r["hydrogen_produced_series_kg"]) * 3.78, digits=2) + + d["Electrolyzer"] = r + +end + +""" +MPC `Electrolyzer` results keys: +- `electricity_consumed_series_kw` Vector of total power consumed by the electrolyzer to produce hydrogen (kW) +- `hydrogen_produced_series_kg` Vector of hydrogen produced by the electrolyzer (kg) +""" +function add_electrolyzer_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + r = Dict{String, Any}() + ElectrolyzerConsumption = @expression(m, [ts in p.time_steps], + sum(p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] for t in p.techs.electrolyzer) + ) + r["electricity_consumed_series_kw"] = round.(value.(ElectrolyzerConsumption), digits=6) + + ElectrolyzerProduction = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToStorage"*_n)]["HydrogenStorage", t, ts] for t in p.techs.electrolyzer) + ) + r["hydrogen_produced_series_kg"] = round.(value.(ElectrolyzerProduction), digits=6) + d["Electrolyzer"] = r + +end \ No newline at end of file diff --git a/src/results/existing_boiler.jl b/src/results/existing_boiler.jl index 82833b3ee..1431b72e1 100644 --- a/src/results/existing_boiler.jl +++ b/src/results/existing_boiler.jl @@ -7,11 +7,13 @@ - `thermal_production_series_mmbtu_per_hour` # Thermal energy production series [MMBtu/hr] - `annual_thermal_production_mmbtu` # Thermal power production in a year [MMBtu] - `thermal_to_storage_series_mmbtu_per_hour` # Thermal power production to TES (HotThermalStorage) series [MMBtu/hr] -- `thermal_to_steamturbine_series_mmbtu_per_hour` # Thermal power production to SteamTurbine series [MMBtu/hr] -- `thermal_to_load_series_mmbtu_per_hour` # Thermal power production to serve the heating load series [MMBtu/hr] -- `lifecycle_fuel_cost_after_tax` # Life cycle fuel cost [\$] -- `year_one_fuel_cost_before_tax` # Year one fuel cost, before tax [\$] -- `year_one_fuel_cost_after_tax` # Year one fuel cost, after tax [\$] +- `thermal_to_steamturbine_series_mmbtu_per_hour` +- `thermal_to_load_series_mmbtu_per_hour` +- `thermal_to_dhw_load_series_mmbtu_per_hour` +- `thermal_to_space_heating_load_series_mmbtu_per_hour` +- `thermal_to_process_heat_load_series_mmbtu_per_hour` +- `lifecycle_fuel_cost_after_tax` +- `year_one_fuel_cost_before_tax` !!! note "'Series' and 'Annual' energy outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. diff --git a/src/results/financial.jl b/src/results/financial.jl index 24bd459c6..4b856f76a 100644 --- a/src/results/financial.jl +++ b/src/results/financial.jl @@ -95,6 +95,7 @@ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ m[Symbol("TotalCHPStandbyCharges"*_n)] = 0.0 end r["lifecycle_chp_standby_cost_after_tax"] = value(m[Symbol("TotalCHPStandbyCharges"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction) # CHP standby + r["lifecycle_elecbill_before_tax"] = value(m[Symbol("TotalElecBill"*_n)]) # Total utility bill r["year_one_chp_standby_cost_after_tax"] = r["lifecycle_chp_standby_cost_after_tax"] / (p.pwf_e * p.third_party_factor) r["year_one_chp_standby_cost_before_tax"] = r["year_one_chp_standby_cost_after_tax"] / (1 - p.s.financial.offtaker_tax_rate_fraction) r["lifecycle_elecbill_after_tax"] = value(m[Symbol("TotalElecBill"*_n)]) * (1 - p.s.financial.offtaker_tax_rate_fraction) # Total utility bill @@ -156,6 +157,108 @@ function add_financial_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _ end +""" + initial_capex(m::JuMP.AbstractModel, p::REoptInputs; _n="") + +Calculate and return the up-front capital costs for all technologies, in present value, excluding replacement costs and +incentives. +""" +function initial_capex(m::JuMP.AbstractModel, p::REoptInputs; _n="") + initial_capex = 0 + + if !isempty(p.techs.gen) && isempty(_n) # generators not included in multinode model + initial_capex += p.s.generator.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Generator"] + end + + if !isempty(p.techs.pv) + for pv in p.s.pvs + initial_capex += pv.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])[pv.name] + end + end + + for b in p.s.storage.types.elec + if p.s.storage.attr[b].max_kw > 0 + initial_capex += p.s.storage.attr[b].installed_cost_per_kw * value.(m[Symbol("dvStoragePower"*_n)])[b] + + p.s.storage.attr[b].installed_cost_per_kwh * value.(m[Symbol("dvStorageEnergy"*_n)])[b] + end + end + + for b in p.s.storage.types.hydrogen + if p.s.storage.attr[b].max_kg > 0 + initial_capex += p.s.storage.attr[b].installed_cost_per_kg * value.(m[Symbol("dvStorageEnergy"*_n)])[b] + end + end + + for b in p.s.storage.types.thermal + if p.s.storage.attr[b].max_kw > 0 + initial_capex += p.s.storage.attr[b].installed_cost_per_kwh * value.(m[Symbol("dvStorageEnergy"*_n)])[b] + end + end + + if "Wind" in p.techs.all + initial_capex += p.s.wind.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Wind"] + end + + if "CHP" in p.techs.all + # CHP.installed_cost_per_kw is now a list with potentially > 1 elements + cost_list = p.s.chp.installed_cost_per_kw + size_list = p.s.chp.tech_sizes_for_cost_curve + chp_size = value.(m[Symbol("dvPurchaseSize"*_n)])["CHP"] + if typeof(cost_list) == Vector{Float64} + if chp_size <= size_list[1] + initial_capex += chp_size * cost_list[1] # Currently not handling non-zero cost ($) for 0 kW size input + elseif chp_size > size_list[end] + initial_capex += chp_size * cost_list[end] + else + for s in 2:length(size_list) + if (chp_size > size_list[s-1]) && (chp_size <= size_list[s]) + slope = (cost_list[s] * size_list[s] - cost_list[s-1] * size_list[s-1]) / + (size_list[s] - size_list[s-1]) + initial_capex += cost_list[s-1] * size_list[s-1] + (chp_size - size_list[s-1]) * slope + end + end + end + else + initial_capex += cost_list * chp_size + #Add supplementary firing capital cost + # chp_supp_firing_size = self.nested_outputs["Scenario"]["Site"][tech].get("size_supplementary_firing_kw") + # chp_supp_firing_cost = self.inputs[tech].get("supplementary_firing_capital_cost_per_kw") or 0 + # initial_capex += chp_supp_firing_size * chp_supp_firing_cost + end + end + + if "Electrolyzer" in p.techs.all + initial_capex += p.s.electrolyzer.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Electrolyzer"] + end + + if "Compressor" in p.techs.all + initial_capex += p.s.compressor.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["Compressor"] + end + + if "FuelCell" in p.techs.all + initial_capex += p.s.fuel_cell.installed_cost_per_kw * value.(m[Symbol("dvPurchaseSize"*_n)])["FuelCell"] + end + + # TODO thermal tech costs + + if !isempty(p.s.ghp_option_list) + + for option in enumerate(p.s.ghp_option_list) + + if option[2].heat_pump_configuration == "WSHP" + initial_capex += option[2].installed_cost_per_kw[2]*option[2].heatpump_capacity_ton*value(m[Symbol("binGHP"*_n)][option[1]]) + elseif option[2].heat_pump_configuration == "WWHP" + initial_capex += (option[2].wwhp_heating_pump_installed_cost_curve[2]*option[2].wwhp_heating_pump_capacity_ton + option[2].wwhp_cooling_pump_installed_cost_curve[2]*option[2].wwhp_cooling_pump_capacity_ton)*value(m[Symbol("binGHP"*_n)][option[1]]) + else + @warn "Unknown heat pump configuration provided, excluding GHP costs from initial capital costs." + end + end + end + + return initial_capex +end + + """ replacement_costs_future_and_present(m::JuMP.AbstractModel, p::REoptInputs; _n="") diff --git a/src/results/fuel_cell.jl b/src/results/fuel_cell.jl new file mode 100644 index 000000000..50a863c00 --- /dev/null +++ b/src/results/fuel_cell.jl @@ -0,0 +1,110 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`FuelCell` results keys: +- `size_kw` Optimal fuel cell capacity (kW) +- `lifecycle_fixed_om_cost_after_tax` Lifecycle fixed operations and maintenance cost in present value, after tax +- `year_one_fixed_om_cost_before_tax` Fixed operations and maintenance cost over the first year, before considering tax benefits +- `year_one_hydrogen_consumed_kg` Hydrogen consumed to produce power over the first year +- `year_one_energy_produced_kwh` Electricity produced over the first year +- `electric_to_storage_series_kw` Vector of power used to charge the battery +- `electric_to_grid_series_kw` Vector of power exported to the grid +- `electric_to_load_series_kw` Vector of power used to meet load +- `electric_curtailed_series_kw` Vector of power curtailed +- `hydrogen_consumed_series_kg` Vector of hydrogen consumed to produce power +- `annual_energy_produced_kwh` Average annual energy produced +- `annual_energy_exported_kwh` Average annual energy exported to grid + +!!! note "'Series' and 'Annual' energy outputs are average annual" + REopt performs load balances using average annual production values for technologies that include degradation. + Therefore, all timeseries (`_series`) and `annual_` results should be interpreted as energy outputs averaged over the analysis period. + +""" +function add_fuel_cell_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") + # Adds the `Compressor` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + r["size_kw"] = round(value(m[Symbol("dvSize"*_n)]["FuelCell"]), digits=4) + + for t in p.techs.fuel_cell + + FuelCellConsumption = @expression(m, [ts in p.time_steps], + p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] / p.s.fuel_cell.efficiency_kwh_per_kg + ) + + r["hydrogen_consumed_series_kg"] = round.(value.(FuelCellConsumption), digits=3).data + r["year_one_hydrogen_consumed_kg"] = round(sum(r["hydrogen_consumed_series_kg"]), digits=2) + + if !isempty(p.s.storage.types.elec) + FuelCelltoBatt = (sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) + else + FuelCelltoBatt = repeat([0], length(p.time_steps)) + end + r["electric_to_storage_series_kw"] = round.(value.(FuelCelltoBatt), digits=3) + + r["electric_to_grid_series_kw"] = zeros(size(r["electric_to_storage_series_kw"])) + r["annual_energy_exported_kwh"] = 0.0 + if !isempty(p.s.electric_tariff.export_bins) + FuelCelltoGrid = @expression(m, [ts in p.time_steps], + sum(m[:dvProductionToGrid][t, u, ts] for u in p.export_bins_by_tech[t])) + r["electric_to_grid_series_kw"] = round.(value.(FuelCelltoGrid), digits=3).data + + r["annual_energy_exported_kwh"] = round( + sum(r["electric_to_grid_series_kw"]) * p.hours_per_time_step, digits=0) + end + + FuelCelltoCUR = (m[Symbol("dvCurtail"*_n)][t, ts] for ts in p.time_steps) + r["electric_curtailed_series_kw"] = round.(value.(FuelCelltoCUR), digits=3) + FuelCelltoLoad = (m[Symbol("dvRatedProduction"*_n)][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] + - r["electric_curtailed_series_kw"][ts] + - r["electric_to_grid_series_kw"][ts] + - r["electric_to_storage_series_kw"][ts] for ts in p.time_steps + ) + r["electric_to_load_series_kw"] = round.(value.(FuelCelltoLoad), digits=3) + @expression(m, Year1FuelCellProd, + p.hours_per_time_step * sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] + for ts in p.time_steps)) + r["year_one_energy_produced_kwh"] = round(value(Year1FuelCellProd), digits=3) + r["annual_energy_produced_kwh"] = round(r["year_one_energy_produced_kwh"] * p.levelization_factor[t], digits=2) + + FuelCellPerUnitSizeOMCosts = @expression(m, p.third_party_factor * p.pwf_om * sum(m[:dvSize][t] * p.om_cost_per_kw[t] for t in p.techs.fuel_cell)) + r["year_one_fixed_om_cost_before_tax"] = round(value(FuelCellPerUnitSizeOMCosts) / (p.pwf_om * p.third_party_factor), digits=0) + r["lifecycle_fixed_om_cost_after_tax"] = round(value(FuelCellPerUnitSizeOMCosts) * (1 - p.s.financial.owner_tax_rate_fraction), digits=0) + end + + d["FuelCell"] = r + +end + +""" +MPC `FuelCell` results keys: +- `hydrogen_consumed_series_kg` Vector of hydrogen consumed to produce power (kg) +- `electric_to_storage_series_kw` Vector of power used to charge the battery (kW) +- `electric_to_load_series_kw` Vector of power used to meet load (kW) +""" +function add_fuel_cell_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + r = Dict{String, Any}() + for t in p.techs.fuel_cell + FuelCellConsumption = @expression(m, [ts in p.time_steps], + p.production_factor[t, ts] * p.levelization_factor[t] * + m[Symbol("dvRatedProduction"*_n)][t,ts] / p.s.fuel_cell.efficiency_kwh_per_kg + ) + + r["hydrogen_consumed_series_kg"] = round.(value.(FuelCellConsumption), digits=3) + + if !isempty(p.s.storage.types.elec) + FuelCelltoBatt = (sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) + else + FuelCelltoBatt = repeat([0], length(p.time_steps)) + end + r["electric_to_storage_series_kw"] = round.(value.(FuelCelltoBatt), digits=3) + + FuelCelltoLoad = (m[Symbol("dvRatedProduction"*_n)][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] + - r["electric_to_storage_series_kw"][ts] for ts in p.time_steps + ) + r["electric_to_load_series_kw"] = round.(value.(FuelCelltoLoad), digits=3) + + d["FuelCell"] = r + end +end \ No newline at end of file diff --git a/src/results/generator.jl b/src/results/generator.jl index cc6506a40..60ae89dbc 100644 --- a/src/results/generator.jl +++ b/src/results/generator.jl @@ -77,13 +77,13 @@ end """ MPC `Generator` results keys: -- `variable_om_cost` -- `fuel_cost` -- `to_battery_series_kw` -- `to_grid_series_kw` -- `to_load_series_kw` -- `annual_fuel_consumption_gal` -- `energy_produced_kwh` +- `variable_om_cost` Total variable operations and maintenance cost over the MPC horizon +- `fuel_cost` Total fuel costs over the MPC horizon +- `electric_to_storage_series_kw` Vector of power used to charge the battery over the MPC horizon +- `electric_to_grid_series_kw` Vector of power exported to the grid over the MPC horizon +- `electric_to_load_series_kw` Vector of power used to meet load over the MPC horizon +- `fuel_consumption_gal` Total fuel consumption over the MPC horizon (gallons) +- `energy_produced_kwh` Total energy produced over the MPC horizon (kWh) """ function add_generator_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") r = Dict{String, Any}() @@ -94,7 +94,7 @@ function add_generator_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n= if p.s.storage.attr["ElectricStorage"].size_kw > 0 generatorToBatt = @expression(m, [ts in p.time_steps], sum(m[:dvProductionToStorage][b, t, ts] for b in p.s.storage.types.elec, t in p.techs.gen)) - r["to_battery_series_kw"] = round.(value.(generatorToBatt), digits=3).data + r["electric_to_storage_series_kw"] = round.(value.(generatorToBatt), digits=3).data else generatorToBatt = zeros(length(p.time_steps)) end @@ -102,23 +102,23 @@ function add_generator_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n= generatorToGrid = @expression(m, [ts in p.time_steps], sum(m[:dvProductionToGrid][t, u, ts] for t in p.techs.gen, u in p.export_bins_by_tech[t]) ) - r["to_grid_series_kw"] = round.(value.(generatorToGrid), digits=3).data + r["electric_to_grid_series_kw"] = round.(value.(generatorToGrid), digits=3).data generatorToLoad = @expression(m, [ts in p.time_steps], sum(m[:dvRatedProduction][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] for t in p.techs.gen) - generatorToBatt[ts] - generatorToGrid[ts] ) - r["to_load_series_kw"] = round.(value.(generatorToLoad), digits=3).data + r["electric_to_load_series_kw"] = round.(value.(generatorToLoad), digits=3).data GeneratorFuelUsed = @expression(m, sum(m[:dvFuelUsage][t, ts] for t in p.techs.gen, ts in p.time_steps) / p.s.generator.fuel_higher_heating_value_kwh_per_gal) - r["annual_fuel_consumption_gal"] = round(value(GeneratorFuelUsed), digits=2) + r["fuel_consumption_gal"] = round(value(GeneratorFuelUsed), digits=2) - Year1GenProd = @expression(m, + GenProd = @expression(m, p.hours_per_time_step * sum(m[:dvRatedProduction][t,ts] * p.production_factor[t, ts] for t in p.techs.gen, ts in p.time_steps) ) - r["energy_produced_kwh"] = round(value(Year1GenProd), digits=0) + r["energy_produced_kwh"] = round(value(GenProd), digits=0) d["Generator"] = r nothing diff --git a/src/results/heating_cooling_load.jl b/src/results/heating_cooling_load.jl index 4c9a270be..0722d15ba 100644 --- a/src/results/heating_cooling_load.jl +++ b/src/results/heating_cooling_load.jl @@ -100,3 +100,17 @@ function add_heating_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict d["HeatingLoad"] = r nothing end + +""" +MPC `HeatingLoad` results keys: +- `process_heat_thermal_load_series_mmbtu_per_hour` Vector of site thermal process heat load in every time step +""" +function add_heating_load_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + + r = Dict{String, Any}() + + r["process_heat_thermal_load_series_mmbtu_per_hour"] = p.s.process_heat_load.loads_kw ./ KWH_PER_MMBTU + + d["HeatingLoad"] = r + nothing +end diff --git a/src/results/hydrogen_load.jl b/src/results/hydrogen_load.jl new file mode 100644 index 000000000..93233f260 --- /dev/null +++ b/src/results/hydrogen_load.jl @@ -0,0 +1,45 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`HydrogenLoad` results keys: +- `load_series_kg` Vector of site hydrogen load (kg) in every time step +- `critical_load_series_kg` Vector of site critical hydrogen load (kg) in every time step +- `annual_calculated_kg` Sum of the `load_series_kg` + +!!! note "'Series' and 'Annual' energy outputs are average annual" + REopt performs load balances using average annual production values for technologies that include degradation. + Therefore, all timeseries (`_series`) and `annual_` results should be interpreted as energy outputs averaged over the analysis period. + +""" +function add_hydrogen_load_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") + # Adds the `HydrogenLoad` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + + r["load_series_kg"] = p.s.hydrogen_load.loads_kg + r["critical_load_series_kg"] = p.s.hydrogen_load.critical_loads_kg + r["annual_calculated_kg"] = round(sum(r["load_series_kg"]), digits=2) + # r["annual_calculated_kg"] = round( + # sum(r["load_series_kg"]) / p.s.settings.time_steps_per_hour, digits=2 + # ) + + d["HydrogenLoad"] = r + nothing +end + + +""" +MPC `HydrogenLoad` results keys: +- `load_series_kg` Vector of site hydrogen consumption (kg) over the MPC horizon +""" +function add_hydrogen_load_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + # Adds the `HydrogenLoad` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + + r["load_series_kg"] = p.s.hydrogen_load.loads_kg + + d["HydrogenLoad"] = r + nothing +end \ No newline at end of file diff --git a/src/results/hydrogen_storage.jl b/src/results/hydrogen_storage.jl new file mode 100644 index 000000000..30db86418 --- /dev/null +++ b/src/results/hydrogen_storage.jl @@ -0,0 +1,45 @@ +# REoptĀ®, Copyright (c) Alliance for Sustainable Energy, LLC. See also https://github.com/NREL/REopt.jl/blob/master/LICENSE. +""" +`HydrogenStorage` results keys: +- `size_kg` Optimal hydrogen storage capacity (kg) +- `soc_series_fraction` Vector of normalized (0-1) state of charge values +- `storage_to_hydrogen_load_series_kg` Vector of hydrogen discharged from storage to meet the hydrogen load +- `initial_capital_cost` Upfront capital cost for the hydrogen storage tank +""" +function add_hydrogen_storage_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict, b::String; _n="") + # Adds the `HydrogenStorage` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + r["size_kg"] = round(value(m[Symbol("dvStorageEnergy"*_n)][b]), digits=3) + + soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) + r["soc_series_fraction"] = round.(value.(soc) ./ r["size_kg"], digits=6) + + discharge = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] for ts in p.time_steps) + r["storage_to_hydrogen_load_series_kg"] = round.(value.(discharge), digits=3) + + r["initial_capital_cost"] = round(r["size_kg"] * p.s.storage.attr[b].installed_cost_per_kg, digits = 2) + + d[b] = r + nothing +end + + +""" +MPC `HydrogenStorage` results keys: +- `soc_series_fraction` Vector of normalized (0-1) state of charge values +- `discharge_from_storage_series_kg` Vector of hydrogen discharged from storage to meet the hydrogen load and serve the fuel cell +""" +function add_hydrogen_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, b::String; _n="") + r = Dict{String, Any}() + + soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) + r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kg, digits=6) + + discharge = (m[Symbol("dvDischargeFromStorage"*_n)][b, ts] for ts in p.time_steps) + r["discharge_from_storage_series_kg"] = round.(value.(discharge), digits=3) + + d[b] = r + nothing +end \ No newline at end of file diff --git a/src/results/outages.jl b/src/results/outages.jl index a73f15645..76311f477 100644 --- a/src/results/outages.jl +++ b/src/results/outages.jl @@ -31,7 +31,7 @@ - `chp_fuel_used_per_outage_mmbtu` Array of fuel used in every outage modeled, summed over all CHPs. - `microgrid_upgrade_capital_cost` Total capital cost of including technologies in the microgrid - `critical_loads_per_outage_series_kw` Critical load series in every outage modeled -- `soc_series_fraction` ElectricStorage state of charge series in every outage modeled +- `electric_soc_series_fraction` ElectricStorage state of charge series in every outage modeled !!! warn The output keys for "Outages" are subject to change. @@ -75,10 +75,17 @@ function add_outage_results(m, p, d::Dict) if !isempty(p.s.storage.types.elec) && r["electric_storage_microgrid_upgraded"] r["storage_discharge_series_kw"] = value.(m[:dvMGDischargeFromStorage]).data electric_storage_energy_capacity_kwh = round(sum(value(m[Symbol("dvStorageEnergy")][b]) for b in p.s.storage.types.elec), digits=2) - r["soc_series_fraction"] = round.(value.(m[:dvMGStoredEnergy][:,:,1:end]).data ./ electric_storage_energy_capacity_kwh, digits=3) + r["electric_soc_series_fraction"] = round.(value.(m[:dvMGStoredEnergy]["ElectricStorage",:,:,1:end]).data / electric_storage_energy_capacity_kwh, digits=3) else r["storage_discharge_series_kw"] = [] - r["soc_series_fraction"] = [] + r["electric_soc_series_fraction"] = [] + end + if !isempty(p.s.storage.types.hydrogen) + hydrogen_storage_energy_capacity_kg = round(sum(value(m[Symbol("dvStorageEnergy")][b]) for b in p.s.storage.types.hydrogen), digits=2) + r["hydrogen_stored_series_kg"] = round.(value.(m[:dvMGStoredEnergy]["HydrogenStorage",:,:,1:end]).data, digits=3) + r["hydrogen_soc_series_fraction"] = round.(value.(m[:dvMGStoredEnergy]["HydrogenStorage",:,:,1:end]).data / hydrogen_storage_energy_capacity_kg, digits=3) + else + r["hydrogen_soc_series_fraction"] = [] end r["critical_loads_per_outage_series_kw"] = zeros(S, T, TS) @@ -90,7 +97,65 @@ function add_outage_results(m, p, d::Dict) end end - for (tech_type_name, tech_set) in [("pv", p.techs.pv), ("wind", "Wind" in p.techs.elec ? ["Wind"] : String[]), ("generator", p.techs.gen), ("chp", p.techs.chp)] + if !isempty(p.s.storage.types.elec) + r["storage_to_electrolyzer_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGStorageToElectrolyzer][b, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for b in p.s.storage.types.elec + ) + ), + digits=3 + ) + r["storage_to_compressor_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGStorageToCompressor][b, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for b in p.s.storage.types.elec + ) + ), + digits=3 + ) + end + + # r["electrolyzer_production_series"] = round.( + # sum( + # value.( + # m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] + # for s in p.s.electric_utility.scenarios, + # tz in p.s.electric_utility.outage_start_time_steps, + # ts in p.s.electric_utility.outage_time_steps + # ) + # for t in p.techs.electrolyzer + # ), + # digits=3 + # ) + # r["compressor_electricity_consumption_series"] = round.( + # sum( + # ( + # value.( + # m[:dvMGProductionToCompressor][t, s, tz, ts] + # for s in p.s.electric_utility.scenarios, + # tz in p.s.electric_utility.outage_start_time_steps, + # ts in p.s.electric_utility.outage_time_steps + # ) + # for t in p.techs.elec + # ) + # ), + # digits=3 + # ) + + for (tech_type_name, tech_set) in [("pv", p.techs.pv), ("wind", "Wind" in p.techs.elec ? ["Wind"] : String[]), ("generator", p.techs.gen), ("chp", p.techs.chp), ("fuel_cell", p.techs.fuel_cell)] if !isempty(tech_set) r[tech_type_name * "_microgrid_size_kw"] = round( sum( @@ -109,12 +174,81 @@ function add_outage_results(m, p, d::Dict) ) if isempty(p.s.storage.types.elec) r[tech_type_name * "_to_storage_series_kw"] = [] + r[tech_type_name * "_to_load_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] + - m[:dvMGCurtail][t, s, tz, ts] + - m[:dvMGProductionToElectrolyzer][t, s, tz, ts] + - m[:dvMGProductionToCompressor][t, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + else r[tech_type_name * "_to_storage_series_kw"] = round.( sum( ( value.( - m[:dvMGProductionToStorage][t, s, tz, ts] + m[:dvMGProductionToStorage]["ElectricStorage", t, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + r[tech_type_name * "_to_load_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, tz+ts-1] + p.unavailability[t][tz+ts-1]) * p.levelization_factor[t] + - m[:dvMGCurtail][t, s, tz, ts] + - m[:dvMGProductionToElectrolyzer][t, s, tz, ts] + - m[:dvMGProductionToCompressor][t, s, tz, ts] + - sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.elec) + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + end + if isempty(p.s.storage.types.hydrogen) + r[tech_type_name * "_to_electrolyzer_series_kw"] = [] + r[tech_type_name * "_to_compressor_series_kw"] = [] + else + r[tech_type_name * "_to_electrolyzer_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGProductionToElectrolyzer][t, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + r[tech_type_name * "_to_compressor_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGProductionToCompressor][t, s, tz, ts] for s in p.s.electric_utility.scenarios, tz in p.s.electric_utility.outage_start_time_steps, ts in p.s.electric_utility.outage_time_steps @@ -139,22 +273,40 @@ function add_outage_results(m, p, d::Dict) ), digits=3 ) - r[tech_type_name * "_to_load_series_kw"] = round.( - sum( - ( - value.( - m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] - - m[:dvMGCurtail][t, s, tz, ts] - - m[:dvMGProductionToStorage][t, s, tz, ts] - for s in p.s.electric_utility.scenarios, - tz in p.s.electric_utility.outage_start_time_steps, - ts in p.s.electric_utility.outage_time_steps - ) - for t in tech_set - ) - ), - digits=3 - ) + if isempty(p.s.storage.types.elec) + r[tech_type_name * "_to_load_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] + - m[:dvMGCurtail][t, s, tz, ts] + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + else + r[tech_type_name * "_to_load_series_kw"] = round.( + sum( + ( + value.( + m[:dvMGRatedProduction][t, s, tz, ts] * (p.production_factor[t, time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)] + p.unavailability[t][time_step_wrap_around(tz+ts-1, time_steps_per_hour=p.s.settings.time_steps_per_hour)]) * p.levelization_factor[t] + - m[:dvMGCurtail][t, s, tz, ts] + - sum(m[:dvMGProductionToStorage][b, t, s, tz, ts] for b in p.s.storage.types.elec) + for s in p.s.electric_utility.scenarios, + tz in p.s.electric_utility.outage_start_time_steps, + ts in p.s.electric_utility.outage_time_steps + ) + for t in tech_set + ) + ), + digits=3 + ) + end r["microgrid_upgrade_capital_cost"] += r[tech_type_name * "_microgrid_upgrade_cost"] end end diff --git a/src/results/pv.jl b/src/results/pv.jl index de3a8cca0..f949dd194 100644 --- a/src/results/pv.jl +++ b/src/results/pv.jl @@ -6,10 +6,12 @@ - `year_one_energy_produced_kwh` Energy produced over the first year - `annual_energy_produced_kwh` Average annual energy produced, accounting for degradation. Includes curtailed energy. - `lcoe_per_kwh` Levelized Cost of Energy produced by the PV system -- `electric_to_load_series_kw` Vector of power used to meet load over an average year -- `electric_to_storage_series_kw` Vector of power used to charge the battery over an average year -- `electric_to_grid_series_kw` Vector of power exported to the grid over an average year -- `electric_curtailed_series_kw` Vector of power curtailed over an average year +- `electric_to_load_series_kw` Vector of power used to meet load over the first year +- `electric_to_storage_series_kw` Vector of power used to charge the battery over the first year +- `electric_to_grid_series_kw` Vector of power exported to the grid over the first year +- `electric_to_electrolyzer_series_kw` Vector of power used to produce hydrogen through electrolyzer +- `electric_to_compressor_series_kw` Vector of power used to compress hydrogen through compressor +- `electric_curtailed_series_kw` Vector of power curtailed over the first year - `annual_energy_exported_kwh` Average annual energy exported to the grid - `production_factor_series` PV production factor in each time step, either provided by user or obtained from PVWatts @@ -41,8 +43,6 @@ function add_pv_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") end r["electric_to_storage_series_kw"] = round.(value.(PVtoBatt), digits=3) - r["electric_to_grid_series_kw"] = zeros(size(r["electric_to_storage_series_kw"])) - r["annual_energy_exported_kwh"] = 0.0 if !isempty(p.s.electric_tariff.export_bins) PVtoGrid = @expression(m, [ts in p.time_steps], sum(m[:dvProductionToGrid][t, u, ts] for u in p.export_bins_by_tech[t])) @@ -50,6 +50,23 @@ function add_pv_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") r["annual_energy_exported_kwh"] = round( sum(r["electric_to_grid_series_kw"]) * p.hours_per_time_step, digits=0) + else + r["electric_to_grid_series_kw"] = zeros(length(p.time_steps)) + r["annual_energy_exported_kwh"] = 0.0 + end + + if !isempty(p.techs.electrolyzer) + PVtoElectrolyzer = (m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_electrolyzer_series_kw"] = round.(value.(PVtoElectrolyzer), digits=3) + else + r["electric_to_electrolyzer_series_kw"] = zeros(length(p.time_steps)) + end + + if !isempty(p.techs.compressor) + PVtoCompressor = (m[Symbol("dvProductionToCompressor"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_compressor_series_kw"] = round.(value.(PVtoCompressor), digits=3) + else + r["electric_to_compressor_series_kw"] = zeros(length(p.time_steps)) end PVtoCUR = (m[Symbol("dvCurtail"*_n)][t, ts] for ts in p.time_steps) @@ -57,15 +74,18 @@ function add_pv_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") PVtoLoad = (m[Symbol("dvRatedProduction"*_n)][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] - r["electric_curtailed_series_kw"][ts] - r["electric_to_grid_series_kw"][ts] - - r["electric_to_storage_series_kw"][ts] for ts in p.time_steps + - r["electric_to_storage_series_kw"][ts] + - r["electric_to_electrolyzer_series_kw"][ts] + - r["electric_to_compressor_series_kw"][ts] for ts in p.time_steps ) r["electric_to_load_series_kw"] = round.(value.(PVtoLoad), digits=3) - Year1PvProd = (sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] for ts in p.time_steps) * p.hours_per_time_step) - r["year_one_energy_produced_kwh"] = round(value(Year1PvProd), digits=0) + Year1PVProd = (sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] for ts in p.time_steps) * p.hours_per_time_step) + r["year_one_energy_produced_kwh"] = round(value(Year1PVProd), digits=0) r["annual_energy_produced_kwh"] = round(r["year_one_energy_produced_kwh"] * p.levelization_factor[t], digits=2) PVPerUnitSizeOMCosts = p.third_party_factor * p.om_cost_per_kw[t] * p.pwf_om * m[Symbol("dvSize"*_n)][t] r["lifecycle_om_cost_after_tax"] = round(value(PVPerUnitSizeOMCosts) * (1 - p.s.financial.owner_tax_rate_fraction), digits=0) r["lcoe_per_kwh"] = calculate_lcoe(p, r, get_pv_by_name(t, p.s.pvs)) + d[t] = r end nothing @@ -73,11 +93,13 @@ end """ MPC `PV` results keys: -- `to_battery_series_kw` -- `to_grid_series_kw` -- `curtailed_production_series_kw` -- `to_load_series_kw` -- `energy_produced_kwh` +- `electric_to_storage_series_kw` Vector of power used to charge the battery over the MPC horizon +- `electric_to_grid_series_kw` Vector of power exported to the grid over the MPC horizon +- `electric_curtailed_series_kw` Vector of power curtailed over the MPC horizon +- `electric_to_load_series_kw` Vector of power used to meet load over the MPC horizon +- `electric_to_electrolyzer_series_kw` Vector of power to electrolyzer over the MPC horizon +- `electric_to_compressor_series_kw` Vector of power to compressor over the MPC horizon +- `energy_produced_kwh` Total energy produced over the MPC horizon """ function add_pv_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") for t in p.techs.pv @@ -90,25 +112,42 @@ function add_pv_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") else PVtoBatt = zeros(length(p.time_steps)) end - r["to_battery_series_kw"] = PVtoBatt + r["electric_to_storage_series_kw"] = PVtoBatt - r["to_grid_series_kw"] = zeros(length(p.time_steps)) if !isempty(p.s.electric_tariff.export_bins) PVtoGrid = @expression(m, [ts in p.time_steps], sum(m[Symbol("dvProductionToGrid"*_n)][t, u, ts] for u in p.export_bins_by_tech[t])) - r["to_grid_series_kw"] = round.(value.(PVtoGrid), digits=3).data + r["electric_to_grid_series_kw"] = round.(value.(PVtoGrid), digits=3).data + else + r["electric_to_grid_series_kw"] = zeros(length(p.time_steps)) end - PVtoCUR = (m[Symbol("dvCurtail"*_n)][t, ts] for ts in p.time_steps) - r["curtailed_production_series_kw"] = round.(value.(PVtoCUR), digits=3) + if !isempty(p.techs.electrolyzer) + PVtoElectrolyzer = (m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_electrolyzer_series_kw"] = round.(value.(PVtoElectrolyzer), digits=3) + else + r["electric_to_electrolyzer_series_kw"] = zeros(length(p.time_steps)) + end + + if !isempty(p.techs.compressor) + PVtoCompressor = (m[Symbol("dvProductionToCompressor"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_compressor_series_kw"] = round.(value.(PVtoCompressor), digits=3) + else + r["electric_to_compressor_series_kw"] = zeros(length(p.time_steps)) + end + + PVtoCUR = (m[Symbol("dvCurtail"*_n)][t, ts] for ts in p.time_steps) + r["electric_curtailed_series_kw"] = round.(value.(PVtoCUR), digits=3) PVtoLoad = (m[Symbol("dvRatedProduction"*_n)][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] - - r["curtailed_production_series_kw"][ts] - - r["to_grid_series_kw"][ts] - - PVtoBatt[ts] for ts in p.time_steps + - r["electric_curtailed_series_kw"][ts] + - r["electric_to_grid_series_kw"][ts] + - r["electric_to_storage_series_kw"][ts] + - r["electric_to_electrolyzer_series_kw"][ts] + - r["electric_to_compressor_series_kw"][ts] for ts in p.time_steps ) - r["to_load_series_kw"] = round.(value.(PVtoLoad), digits=3) - Year1PvProd = (sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] for ts in p.time_steps) * p.hours_per_time_step) - r["energy_produced_kwh"] = round(value(Year1PvProd), digits=0) + r["electric_to_load_series_kw"] = round.(value.(PVtoLoad), digits=3) + PVProd = (sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] for ts in p.time_steps) * p.hours_per_time_step) + r["energy_produced_kwh"] = round(value(PVProd), digits=0) d[t] = r end nothing diff --git a/src/results/results.jl b/src/results/results.jl index 2676ba52a..7724826e0 100644 --- a/src/results/results.jl +++ b/src/results/results.jl @@ -17,7 +17,11 @@ function reopt_results(m::JuMP.AbstractModel, p::REoptInputs; _n="") for b in p.s.storage.types.hot if p.s.storage.attr[b].max_kwh > 0 - add_hot_storage_results(m, p, d, b; _n) + if b == "HighTempThermalStorage" + add_high_temp_storage_results(m, p, d, b; _n) + else + add_hot_storage_results(m, p, d, b; _n) + end end end @@ -124,6 +128,28 @@ function reopt_results(m::JuMP.AbstractModel, p::REoptInputs; _n="") d["Financial"]["year_one_total_operating_cost_before_tax"] = d["ElectricTariff"]["year_one_bill_before_tax"] - d["ElectricTariff"]["year_one_export_benefit_before_tax"] + d["Financial"]["year_one_chp_standby_cost_before_tax"] + d["Financial"]["year_one_fuel_cost_before_tax"] + d["Financial"]["year_one_om_costs_before_tax"] d["Financial"]["year_one_total_operating_cost_after_tax"] = d["ElectricTariff"]["year_one_bill_after_tax"] - d["ElectricTariff"]["year_one_export_benefit_after_tax"] + d["Financial"]["year_one_chp_standby_cost_after_tax"] + d["Financial"]["year_one_fuel_cost_after_tax"] + d["Financial"]["year_one_om_costs_after_tax"] + if !isempty(p.techs.electrolyzer) + add_electrolyzer_results(m, p, d; _n) + end + + if !isempty(p.techs.compressor) && p.s.electrolyzer.require_compression + add_compressor_results(m, p, d; _n) + end + + if sum(p.s.hydrogen_load.loads_kg) != 0 + add_hydrogen_load_results(m, p, d; _n) + end + + if !isempty(p.techs.fuel_cell) + add_fuel_cell_results(m, p, d; _n) + end + + for b in p.s.storage.types.hydrogen + if p.s.storage.attr[b].max_kg > 0 + add_hydrogen_storage_results(m, p, d, b; _n) + end + end + return d end diff --git a/src/results/steam_turbine.jl b/src/results/steam_turbine.jl index e25aa37a2..6b0c3fb48 100644 --- a/src/results/steam_turbine.jl +++ b/src/results/steam_turbine.jl @@ -12,6 +12,9 @@ - `electric_to_load_series_kw` Electric power to serve load series [kW] - `thermal_to_storage_series_mmbtu_per_hour` Thermal production to charge the HotThermalStorage series [MMBtu/hr] - `thermal_to_load_series_mmbtu_per_hour` Thermal production to serve the heating load SERVICES [MMBtu/hr] +- `thermal_to_dhw_load_series_mmbtu_per_hour` Thermal production to serve the domestic hot water heating load [MMBtu/hr] +- `thermal_to_space_heating_load_series_mmbtu_per_hour` Thermal production to serve the space heating load [MMBtu/hr] +- `thermal_to_process_heat_load_series_mmbtu_per_hour` Thermal production to serve the process heating load [MMBtu/hr] !!! note "'Series' and 'Annual' energy outputs are average annual" REopt performs load balances using average annual production values for technologies that include degradation. @@ -61,9 +64,9 @@ function add_steam_turbine_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dic r["electric_to_load_series_kw"] = round.(value.(SteamTurbinetoLoad), digits=3) if !isempty(p.s.storage.types.hot) @expression(m, SteamTurbinetoHotTESKW[ts in p.time_steps], - sum(m[Symbol("dvHeatToStorage"*_n)]["HotThermalStorage",t,q,ts] for q in p.heating_loads, t in p.techs.steam_turbine)) + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for b in p.s.storage.types.hot, q in p.heating_loads, t in p.techs.steam_turbine)) @expression(m, SteamTurbineToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], - sum(m[Symbol("dvHeatToStorage"*_n)]["HotThermalStorage",t,q,ts] for t in p.techs.steam_turbine)) + sum(m[Symbol("dvHeatToStorage"*_n)][b,t,q,ts] for b in p.s.storage.types.hot, t in p.techs.steam_turbine)) else SteamTurbinetoHotTESKW = zeros(length(p.time_steps)) @expression(m, SteamTurbineToHotTESByQualityKW[q in p.heating_loads, ts in p.time_steps], 0.0) diff --git a/src/results/thermal_storage.jl b/src/results/thermal_storage.jl index 48e9f607c..c3631123b 100644 --- a/src/results/thermal_storage.jl +++ b/src/results/thermal_storage.jl @@ -66,6 +66,7 @@ end """ MPC `HotThermalStorage` results keys: - `soc_series_fraction` Vector of normalized (0-1) state of charge values over the time horizon [-] +- `storage_to_load_series_mmbtu_per_hour` Vector of hot thermal storage dispatch to heating load """ function add_hot_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, b::String; _n="") #= @@ -77,6 +78,14 @@ function add_hot_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, b soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kwh, digits=3) + discharge = (sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for b in p.s.storage.types.hot, q in p.heating_loads) for ts in p.time_steps) + r["storage_to_load_series_mmbtu_per_hour"] = round.(value.(discharge) / KWH_PER_MMBTU, digits=7) + + if p.s.storage.attr[b].include_discharge_pump_losses + discharge_pumping_power_series_kw = (m[Symbol("dvDischargePumpPower"*_n)][b, ts] for ts in p.time_steps) + r["discharge_pumping_power_series_kw"] = round.(value.(discharge_pumping_power_series_kw), digits=3) + end + d[b] = r nothing end @@ -129,6 +138,139 @@ function add_cold_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kwh, digits=3) + d[b] = r + nothing +end + +""" +`HighTempThermalStorage` results keys: +- `size_kwh` Optimal high temperature thermal storage capacity (kWh-thermal) +- `size_kw_charge` Optimal charge mechanism size (kW) +- `size_kw_discharge` Optimal discharge mechanism size (kW) +- `soc_series_fraction` Vector of normalized (0-1) state of charge values +- `storage_to_load_series_mmbtu_per_hour` Total thermal power production to serve heating loads [MMBtu/hr] +- `storage_to_space_heating_load_series_mmbtu_per_hour` Thermal power production to serve the space heating load series [MMBtu/hr] +- `storage_to_dhw_load_series_mmbtu_per_hour` Thermal power production to serve the domestic hot water heating load series [MMBtu/hr] +- `storage_to_process_heat_load_series_mmbtu_per_hour` Thermal power production to serve the process heating load series [MMBtu/hr] +- `discharge_pumping_power_series_kw` Vector of power consumed by the auxiliary pump during thermal storage discharge [kW-electrical] + +!!! note "'Series' and 'Annual' energy outputs are average annual" + REopt performs load balances using average annual production values for technologies that include degradation. + Therefore, all timeseries (`_series`) and `annual_` results should be interpreted as energy outputs averaged over the analysis period. + +""" +function add_high_temp_storage_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict, b::String; _n="") + # Adds the `HighTempThermalStorage` results to the dictionary passed back from `run_reopt` using the solved model `m` and the `REoptInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + size_kwh = round(value(m[Symbol("dvStorageEnergy"*_n)][b]), digits=3) + r["size_kwh"] = size_kwh + + r["size_kw_charge"] = round(value(m[Symbol("dvStorageChargePower"*_n)][b]), digits=3) + r["size_kw_discharge"] = round(value(m[Symbol("dvStorageDischargePower"*_n)][b]), digits=3) + + if size_kwh != 0 + soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) + r["soc_series_fraction"] = round.(value.(soc) ./ size_kwh, digits=3) + + discharge = (sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) for ts in p.time_steps) + r["storage_to_load_series_mmbtu_per_hour"] = round.(value.(discharge) ./ KWH_PER_MMBTU, digits=7) + + if "SpaceHeating" in p.heating_loads && p.s.storage.attr[b].can_serve_space_heating + @expression(m, HotTESToSpaceHeatingKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"SpaceHeating",ts] + ) + else + @expression(m, HotTESToSpaceHeatingKW[ts in p.time_steps], 0.0) + end + r["storage_to_space_heating_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToSpaceHeatingKW) ./ KWH_PER_MMBTU, digits=5)) + + if "DomesticHotWater" in p.heating_loads && p.s.storage.attr[b].can_serve_dhw + @expression(m, HotTESToDHWKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"DomesticHotWater",ts] + ) + else + @expression(m, HotTESToDHWKW[ts in p.time_steps], 0.0) + end + r["storage_to_dhw_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToDHWKW) ./ KWH_PER_MMBTU, digits=5)) + + if "ProcessHeat" in p.heating_loads && p.s.storage.attr[b].can_serve_process_heat + @expression(m, HotTESToProcessHeatKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"ProcessHeat",ts] + ) + else + @expression(m, HotTESToProcessHeatKW[ts in p.time_steps], 0.0) + end + r["storage_to_process_heat_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToProcessHeatKW) ./ KWH_PER_MMBTU, digits=5)) + + if p.s.storage.attr[b].include_discharge_pump_losses + discharge_pumping_power_series_kw = (m[Symbol("dvDischargePumpPower"*_n)][b, ts] for ts in p.time_steps) + r["discharge_pumping_power_series_kw"] = round.(value.(discharge_pumping_power_series_kw), digits=3) + end + else + r["soc_series_fraction"] = [] + r["storage_to_load_series_mmbtu_per_hour"] = [] + end + + d[b] = r + nothing +end + + +""" +MPC `HighTempThermalStorage` results keys: +- `soc_series_fraction` Vector of normalized (0-1) state of charge values +- `storage_to_load_series_mmbtu_per_hour` Total thermal power production to serve heating loads [MMBtu/hr] +- `storage_to_space_heating_load_series_mmbtu_per_hour` Thermal power production to serve the space heating load series [MMBtu/hr] +- `storage_to_dhw_load_series_mmbtu_per_hour` Thermal power production to serve the domestic hot water heating load series [MMBtu/hr] +- `storage_to_process_heat_load_series_mmbtu_per_hour` Thermal power production to serve the process heating load series [MMBtu/hr] +- `discharge_pumping_power_series_kw` Vector of power consumed by the auxiliary pump during thermal storage discharge [kW-electrical] +""" +function add_high_temp_storage_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict, b::String; _n="") + # Adds the ColdThermalStorage results to the dictionary passed back from `run_mpc` using the solved model `m` and the `MPCInputs` for node `_n`. + # Note: the node number is an empty string if evaluating a single `Site`. + + r = Dict{String, Any}() + + soc = (m[Symbol("dvStoredEnergy"*_n)][b, ts] for ts in p.time_steps) + r["soc_series_fraction"] = round.(value.(soc) ./ p.s.storage.attr[b].size_kwh, digits=3) + + discharge = (sum(m[Symbol("dvHeatFromStorage"*_n)][b,q,ts] for q in p.heating_loads) for ts in p.time_steps) + r["storage_to_load_series_mmbtu_per_hour"] = round.(value.(discharge) ./ KWH_PER_MMBTU, digits=7) + + if "SpaceHeating" in p.heating_loads && p.s.storage.attr[b].can_serve_space_heating + @expression(m, HotTESToSpaceHeatingKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"SpaceHeating",ts] + ) + else + @expression(m, HotTESToSpaceHeatingKW[ts in p.time_steps], 0.0) + end + r["storage_to_space_heating_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToSpaceHeatingKW) ./ KWH_PER_MMBTU, digits=5)) + + if "DomesticHotWater" in p.heating_loads && p.s.storage.attr[b].can_serve_dhw + @expression(m, HotTESToDHWKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"DomesticHotWater",ts] + ) + else + @expression(m, HotTESToDHWKW[ts in p.time_steps], 0.0) + end + r["storage_to_dhw_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToDHWKW) ./ KWH_PER_MMBTU, digits=5)) + + if "ProcessHeat" in p.heating_loads && p.s.storage.attr[b].can_serve_process_heat + @expression(m, HotTESToProcessHeatKW[ts in p.time_steps], + m[Symbol("dvHeatFromStorage"*_n)][b,"ProcessHeat",ts] + ) + else + @expression(m, HotTESToProcessHeatKW[ts in p.time_steps], 0.0) + end + r["storage_to_process_heat_load_series_mmbtu_per_hour"] = collect(round.(value.(HotTESToProcessHeatKW) ./ KWH_PER_MMBTU, digits=5)) + + if p.s.storage.attr[b].include_discharge_pump_losses + discharge_pumping_power_series_kw = (m[Symbol("dvDischargePumpPower"*_n)][b, ts] for ts in p.time_steps) + r["discharge_pumping_power_series_kw"] = round.(value.(discharge_pumping_power_series_kw), digits=3) + end + d[b] = r nothing end \ No newline at end of file diff --git a/src/results/wind.jl b/src/results/wind.jl index 8c976279c..7e5761c56 100644 --- a/src/results/wind.jl +++ b/src/results/wind.jl @@ -67,3 +67,64 @@ function add_wind_results(m::JuMP.AbstractModel, p::REoptInputs, d::Dict; _n="") d[t] = r nothing end + +""" +MPC `Wind` results keys: +- `electric_to_storage_series_kw` Vector of power used to charge the battery over the MPC horizon +- `electric_to_grid_series_kw` Vector of power exported to the grid over the MPC horizon +- `electric_curtailed_series_kw` Vector of power curtailed over the MPC horizon +- `electric_to_load_series_kw` Vector of power used to meet load over the MPC horizon +- `electric_to_electrolyzer_series_kw` Vector of power to electrolyzer over the MPC horizon +- `electric_to_compressor_series_kw` Vector of power to compressor over the MPC horizon +- `energy_produced_kwh` Total energy produced over the MPC horizon +""" +function add_wind_results(m::JuMP.AbstractModel, p::MPCInputs, d::Dict; _n="") + + r = Dict{String, Any}() + t = "Wind" + if !isempty(p.s.storage.types.elec) + WindtoBatt = (sum(m[Symbol("dvProductionToStorage"*_n)][b, t, ts] for b in p.s.storage.types.elec) for ts in p.time_steps) + WindtoBatt = round.(value.(WindtoBatt), digits=3) + else + WindtoBatt = zeros(length(p.time_steps)) + end + r["electric_to_storage_series_kw"] = WindtoBatt + + if !isempty(p.s.electric_tariff.export_bins) + WindtoGrid = @expression(m, [ts in p.time_steps], + sum(m[Symbol("dvProductionToGrid"*_n)][t, u, ts] for u in p.export_bins_by_tech[t])) + r["electric_to_grid_series_kw"] = round.(value.(WindtoGrid), digits=3).data + else + r["electric_to_grid_series_kw"] = zeros(length(p.time_steps)) + end + + if !isempty(p.techs.electrolyzer) + WindtoElectrolyzer = (m[Symbol("dvProductionToElectrolyzer"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_electrolyzer_series_kw"] = round.(value.(WindtoElectrolyzer), digits=3) + else + r["electric_to_electrolyzer_series_kw"] = zeros(length(p.time_steps)) + end + + if !isempty(p.techs.compressor) + WindtoCompressor = (m[Symbol("dvProductionToCompressor"*_n)][t, ts] for ts in p.time_steps) + r["electric_to_compressor_series_kw"] = round.(value.(WindtoCompressor), digits=3) + else + r["electric_to_compressor_series_kw"] = zeros(length(p.time_steps)) + end + + WindtoCUR = (m[Symbol("dvCurtail"*_n)][t, ts] for ts in p.time_steps) + r["electric_curtailed_series_kw"] = round.(value.(WindtoCUR), digits=3) + WindtoLoad = (m[Symbol("dvRatedProduction"*_n)][t, ts] * p.production_factor[t, ts] * p.levelization_factor[t] + - r["electric_curtailed_series_kw"][ts] + - r["electric_to_grid_series_kw"][ts] + - r["electric_to_storage_series_kw"][ts] + - r["electric_to_electrolyzer_series_kw"][ts] + - r["electric_to_compressor_series_kw"][ts] for ts in p.time_steps + ) + r["electric_to_load_series_kw"] = round.(value.(WindtoLoad), digits=3) + WindProd = (sum(m[Symbol("dvRatedProduction"*_n)][t,ts] * p.production_factor[t, ts] for ts in p.time_steps) * p.hours_per_time_step) + r["energy_produced_kwh"] = round(value(WindProd), digits=0) + d[t] = r + + nothing +end \ No newline at end of file diff --git a/test/runtests.jl b/test/runtests.jl index be573e9d1..019cf2e9b 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -23,6 +23,7 @@ elseif "CPLEX" in ARGS @testset "test_with_cplex" begin include("test_with_cplex.jl") end + else # run HiGHS tests @testset verbose=true "REopt test set using HiGHS solver" begin @testset "Prevent simultaneous charge and discharge" begin @@ -187,10 +188,10 @@ else # run HiGHS tests @testset "MPC" begin model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) r = run_mpc(model, "./scenarios/mpc.json") - @test maximum(r["ElectricUtility"]["to_load_series_kw"][1:15]) <= 98.0 - @test maximum(r["ElectricUtility"]["to_load_series_kw"][16:24]) <= 97.0 - @test sum(r["PV"]["to_grid_series_kw"]) ā‰ˆ 0 - grid_draw = r["ElectricUtility"]["to_load_series_kw"] .+ r["ElectricUtility"]["to_battery_series_kw"] + @test maximum(r["ElectricUtility"]["electric_to_load_series_kw"][1:15]) <= 98.0 + @test maximum(r["ElectricUtility"]["electric_to_load_series_kw"][16:24]) <= 97.0 + @test sum(r["PV"]["electric_to_grid_series_kw"]) ā‰ˆ 0 + grid_draw = r["ElectricUtility"]["electric_to_load_series_kw"] .+ r["ElectricUtility"]["electric_to_storage_series_kw"] # the grid draw limit in the 10th time step is set to 90 # without the 90 limit the grid draw is 98 in the 10th time step @test grid_draw[10] <= 90 @@ -270,7 +271,7 @@ else # run HiGHS tests @warn "Could not delete test/Highs.log" end - @testset "AVERT region abberviations" begin + @testset "AVERT region abbreviations" begin """ This test checks 5 scenarios (in order) 1. Coordinate pair inside an AVERT polygon @@ -441,6 +442,66 @@ else # run HiGHS tests end @testset verbose=true "Backup Generator Reliability" begin + function change_batt_to_h2_in_reopt_results!(results) + results["Electrolyzer"] = Dict("size_kw"=>results["ElectricStorage"]["size_kw"]) + results["FuelCell"] = Dict("size_kw"=>results["ElectricStorage"]["size_kw"]) + results["HydrogenStorageLP"] = Dict( + "size_kg"=>results["ElectricStorage"]["size_kwh"], + "soc_series_fraction"=>results["ElectricStorage"]["soc_series_fraction"] + ) + pop!(results, "ElectricStorage") + end + + function change_batt_to_h2_in_backup_reliability_inputs!(inputs) + key_mapping = Dict("H2_operational_availability" => "battery_operational_availability", + "H2_size_kg" => "battery_size_kwh", + "H2_fuelcell_size_kw" => "battery_size_kw", + "H2_electrolyzer_size_kw" => "battery_size_kw", + "H2_charge_efficiency_kg_per_kwh" => "battery_charge_efficiency_kwh_per_kwh", + "H2_discharge_efficiency_kwh_per_kg" => "battery_discharge_efficiency_kwh_per_kwh", + "H2_starting_soc_series_fraction" => "battery_starting_soc_series_fraction", + "H2_minimum_soc_fraction" => "battery_minimum_soc_fraction", + "num_H2_bins" => "num_battery_bins", + "H2_leakage_fraction_per_ts" => "battery_leakage_fraction_per_ts") + for (H2_key, batt_key) in key_mapping + if batt_key in keys(inputs) + inputs[H2_key] = inputs[batt_key] + end + end + for batt_key in values(key_mapping) + pop!(inputs, batt_key, nothing) + end + end + + function change_batt_to_h2_in_reopt_inputs!(inputs) + if "ElectricStorage" in keys(inputs) + inputs["HydrogenStorageLP"] = Dict(H2_key => inputs["ElectricStorage"][batt_key] + for (H2_key, batt_key) in Dict( + "min_kg"=>"min_kwh", + "max_kg"=>"max_kwh", + "soc_min_fraction"=>"soc_min_fraction", + "soc_init_fraction"=>"soc_init_fraction" + ) if batt_key in keys(inputs["ElectricStorage"]) + ) + inputs["Electrolyzer"] = merge( + Dict(H2_key => inputs["ElectricStorage"][batt_key] + for (H2_key, batt_key) in Dict( + "min_kw"=>"min_kw", + "max_kw"=>"max_kw", + ) if batt_key in keys(inputs["ElectricStorage"]) + ), + Dict("efficiency_kwh_per_kg" => 1.0/inputs["ElectricStorage"]["charge_efficiency"]) + ) + inputs["FuelCell"] = Dict(H2_key => inputs["ElectricStorage"][batt_key] + for (H2_key, batt_key) in Dict( + "min_kw"=>"min_kw", + "max_kw"=>"max_kw", + "efficiency_kwh_per_kg"=>"discharge_efficiency" + ) if batt_key in keys(inputs["ElectricStorage"]) + ) + pop!(inputs, "ElectricStorage") + end + end @testset "Compare backup_reliability and simulate_outages" begin # Tests ensure `backup_reliability()` consistent with `simulate_outages()` @@ -456,7 +517,9 @@ else # run HiGHS tests "min_kwh" => 400000, "max_kwh" => 400000, "soc_min_fraction" => 0.8, - "soc_init_fraction" => 0.9 + "soc_init_fraction" => 0.9, + "charge_efficiency" => 0.947924047590312, + "discharge_efficiency" => 0.947924047590312 ), "ElectricLoad" => Dict( "doe_reference_name" => "FlatLoad", @@ -471,6 +534,10 @@ else # run HiGHS tests model = Model(optimizer_with_attributes(HiGHS.Optimizer,"output_flag" => false, "log_to_console" => false)) results = run_reopt(model, p) simresults = simulate_outages(results, p) + # # REopt optimization and outage simulator results for above inputs saved in the following files: + # results = JSON.parsefile("./scenarios/erp_outagesim_comparison_1_batt_reopt_results.json") + # simresults = JSON.parsefile("./scenarios/erp_outagesim_comparison_1_batt_outagesim_results.json") + reliability_inputs = Dict( "generator_size_kw" => 0, @@ -481,24 +548,34 @@ else # run HiGHS tests "fuel_limit" => 0, "battery_size_kw" => 4000, "battery_size_kwh" => 400000, - "battery_charge_efficiency" => 1, + "battery_charge_efficiency_kwh_per_kwh" => 1, "battery_discharge_efficiency" => 1, "battery_operational_availability" => 1.0, "battery_minimum_soc_fraction" => 0.0, "battery_starting_soc_series_fraction" => results["ElectricStorage"]["soc_series_fraction"], - "critical_loads_kw" => results["ElectricLoad"]["critical_load_series_kw"]#4000*ones(8760)#p.s.electric_load.critical_loads_kw + "critical_loads_kw" => results["ElectricLoad"]["critical_load_series_kw"], + "battery_leakage_fraction_per_ts" => 0.0 ) - reliability_results = backup_reliability(reliability_inputs) + reliability_results_batt = backup_reliability(reliability_inputs) - #TODO: resolve bug where unlimted fuel markov portion of results goes to zero 1 timestep early + change_batt_to_h2_in_reopt_inputs!(reopt_inputs) + p = REoptInputs(reopt_inputs) + model = Model(optimizer_with_attributes(HiGHS.Optimizer,"output_flag" => false, "log_to_console" => false)) + results = run_reopt(model, p) + # # REopt optimization results for above inputs saved in the following file: + # results = JSON.parsefile("./scenarios/erp_outagesim_comparison_1_H2_reopt_results.json") + change_batt_to_h2_in_backup_reliability_inputs!(reliability_inputs) + reliability_results_H2 = backup_reliability(reliability_inputs) + + #TODO: resolve bug where unlimted fuel markov portion of results goes to zero 1 timestep earlier than outagesim for i = 1:99#min(length(simresults["probs_of_surviving"]), reliability_inputs["max_outage_duration"]) - @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results["mean_cumulative_survival_by_duration"][i] atol=0.01 - @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results["unlimited_fuel_mean_cumulative_survival_by_duration"][i] atol=0.01 - @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results["mean_fuel_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_batt["mean_cumulative_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_batt["unlimited_fuel_mean_cumulative_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_batt["mean_fuel_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_H2["mean_cumulative_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_H2["unlimited_fuel_mean_cumulative_survival_by_duration"][i] atol=0.01 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_H2["mean_fuel_survival_by_duration"][i] atol=0.01 end - finalize(backend(model)) - empty!(model) - GC.gc() # Second, gen, PV, Wind, battery reopt_inputs = JSON.parsefile("./scenarios/backup_reliability_reopt_inputs.json") @@ -507,6 +584,10 @@ else # run HiGHS tests model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) results = run_reopt(model, p) simresults = simulate_outages(results, p) + # # REopt optimization and outage simulator results for above inputs saved in the following files: + # results = JSON.parsefile("./scenarios/erp_outagesim_comparison_2_batt_reopt_results.json") + # simresults = JSON.parsefile("./scenarios/erp_outagesim_comparison_2_batt_outagesim_results.json") + reliability_inputs = Dict( "max_outage_duration" => 48, "generator_operational_availability" => 1.0, @@ -516,162 +597,353 @@ else # run HiGHS tests "battery_operational_availability" => 1.0, "battery_minimum_soc_fraction" => 0.0, "pv_operational_availability" => 1.0, - "wind_operational_availability" => 1.0 + "wind_operational_availability" => 1.0, + "battery_leakage_fraction_per_ts" => 0.0 ) - reliability_results = backup_reliability(results, p, reliability_inputs) + reliability_results_batt = backup_reliability(results, p, reliability_inputs) + + change_batt_to_h2_in_reopt_inputs!(reopt_inputs) + p = REoptInputs(reopt_inputs) + model = Model(optimizer_with_attributes(HiGHS.Optimizer,"output_flag" => false, "log_to_console" => false)) + results = run_reopt(model, p) + # # REopt optimization results for above inputs saved in the following file: + # results = JSON.parsefile("./scenarios/erp_outagesim_comparison_2_H2_reopt_results.json") + change_batt_to_h2_in_backup_reliability_inputs!(reliability_inputs) + reliability_results_H2 = backup_reliability(results, p, reliability_inputs) + for i = 1:min(length(simresults["probs_of_surviving"]), reliability_inputs["max_outage_duration"]) @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results["mean_cumulative_survival_by_duration"][i] atol=0.001 + @test simresults["probs_of_surviving"][i] ā‰ˆ reliability_results_H2["mean_cumulative_survival_by_duration"][i] atol=0.001 end - finalize(backend(model)) - empty!(model) - GC.gc() end - # Test survival with no generator decreasing and same as with generator but no fuel - reliability_inputs = Dict( - "critical_loads_kw" => 200 .* (2 .+ sin.(collect(1:8760)*2*pi/24)), - "num_generators" => 0, - "generator_size_kw" => 312.0, - "fuel_limit" => 0.0, - "max_outage_duration" => 10, - "battery_size_kw" => 428.0, - "battery_size_kwh" => 1585.0, - "num_battery_bins" => 5 - ) - reliability_results1 = backup_reliability(reliability_inputs) - reliability_inputs["generator_size_kw"] = 0 - reliability_inputs["fuel_limit"] = 1e10 - reliability_results2 = backup_reliability(reliability_inputs) - for i in 1:reliability_inputs["max_outage_duration"] - if i != 1 - @test reliability_results1["mean_fuel_survival_by_duration"][i] <= reliability_results1["mean_fuel_survival_by_duration"][i-1] - @test reliability_results1["mean_cumulative_survival_by_duration"][i] <= reliability_results1["mean_cumulative_survival_by_duration"][i-1] + @testset "Test that survival decreasing with no generator or with generator but no fuel" begin + reliability_inputs = Dict( + "critical_loads_kw" => 200 .* (2 .+ sin.(collect(1:8760)*2*pi/24)), + "num_generators" => 0, + "generator_size_kw" => 312.0, + "fuel_limit" => 0.0, + "max_outage_duration" => 10, + "battery_size_kw" => 428.0, + "battery_size_kwh" => 1585.0, + "num_battery_bins" => 5, + "battery_leakage_fraction_per_ts" => 0.0 + ) + reliability_results1 = backup_reliability(reliability_inputs) + reliability_inputs["generator_size_kw"] = 0 + reliability_inputs["fuel_limit"] = 1e10 + reliability_results2 = backup_reliability(reliability_inputs) + for i in 1:reliability_inputs["max_outage_duration"] + if i != 1 + @test reliability_results1["mean_fuel_survival_by_duration"][i] <= reliability_results1["mean_fuel_survival_by_duration"][i-1] + @test reliability_results1["mean_cumulative_survival_by_duration"][i] <= reliability_results1["mean_cumulative_survival_by_duration"][i-1] + end + @test reliability_results2["mean_fuel_survival_by_duration"][i] == reliability_results1["mean_fuel_survival_by_duration"][i] end - @test reliability_results2["mean_fuel_survival_by_duration"][i] == reliability_results1["mean_fuel_survival_by_duration"][i] end - #test fuel limit - input_dict = JSON.parsefile("./scenarios/erp_fuel_limit_inputs.json") - results = backup_reliability(input_dict) - @test results["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 1 - @test results["cumulative_survival_final_time_step"][1] ā‰ˆ 1 - - input_dict = Dict( - "critical_loads_kw" => [1,2,2,1], - "battery_starting_soc_series_fraction" => [0.75,0.75,0.75,0.75], - "max_outage_duration" => 3, - "num_generators" => 2, "generator_size_kw" => 1, - "generator_operational_availability" => 1, - "generator_failure_to_start" => 0.0, - "generator_mean_time_to_failure" => 5, - "battery_operational_availability" => 1, - "num_battery_bins" => 3, - "battery_size_kwh" => 4, - "battery_size_kw" => 1, - "battery_charge_efficiency" => 1, - "battery_discharge_efficiency" => 1, - "battery_minimum_soc_fraction" => 0.5) - - - #Given outage starts in time period 1 - #____________________________________ - #Outage hour 1: - #2 generators: Prob = 0.64, Battery = 2, Survived - #1 generator: Prob = 0.32, Battery = 1, Survived - #0 generator: Prob = 0.04, Battery = 0, Survived - #Survival Probability 1.0 - - #Outage hour 2: - #2 generators: Prob = 0.4096, Battery = 2, Survived - #2 gen -> 1 gen: Prob = 0.2048, Battery = 1, Survived - #1 gen -> 1 gen: Prob = 0.256, Battery = 0, Survived - #0 generators: Prob = 0.1296, Battery = -1, Failed - #Survival Probability: 0.8704 - - #Outage hour 3: - #2 generators: Prob = 0.262144, Battery = 0, Survived - #2 gen -> 2 -> 1 Prob = 0.131072, Battery = 1, Survived - #2 gen -> 1 -> 1 Prob = 0.16384, Battery = 0, Survived - #1 gen -> 1 -> 1 Prob = 0.2048, Battery = -1, Failed - #0 generators Prob = 0.238144, Battery = -1, Failed - #Survival Probability: 0.557056 - @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.557056 - - #Test multiple generator types - input_dict = Dict( - "critical_loads_kw" => [1,2,2,1], - "battery_starting_soc_series_fraction" => [0.5,0.5,0.5,0.5], - "max_outage_duration" => 3, - "num_generators" => [1,1], - "generator_size_kw" => [1,1], - "generator_operational_availability" => [1,1], - "generator_failure_to_start" => [0.0, 0.0], - "generator_mean_time_to_failure" => [5, 5], - "battery_operational_availability" => 1.0, - "num_battery_bins" => 3, - "battery_size_kwh" => 2, - "battery_size_kw" => 1, - "battery_charge_efficiency" => 1, - "battery_discharge_efficiency" => 1, - "battery_minimum_soc_fraction" => 0) - - @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.557056 - - #8760 of flat load. Battery can survive 4 hours. - #Survival after 24 hours should be chance of generator surviving 20 or more hours - input_dict = Dict( - "critical_loads_kw" => 100 .* ones(8760), - "max_outage_duration" => 24, - "num_generators" => 1, - "generator_size_kw" => 100, - "generator_operational_availability" => 0.98, - "generator_failure_to_start" => 0.1, - "generator_mean_time_to_failure" => 100, - "battery_operational_availability" => 1.0, - "num_battery_bins" => 101, - "battery_size_kwh" => 400, - "battery_size_kw" => 100, - "battery_charge_efficiency" => 1, - "battery_discharge_efficiency" => 1, - "battery_minimum_soc_fraction" => 0) - - reliability_results = backup_reliability(input_dict) - @test reliability_results["unlimited_fuel_mean_cumulative_survival_by_duration"][24] ā‰ˆ (0.99^20)*(0.9*0.98) atol=0.00001 - - #More complex case of hospital load with 2 generators, PV, wind, and battery - reliability_inputs = JSON.parsefile("./scenarios/backup_reliability_inputs.json") - reliability_results = backup_reliability(reliability_inputs) - @test reliability_results["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.0001 - @test reliability_results["cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.0001 - @test reliability_results["mean_cumulative_survival_final_time_step"] ā‰ˆ 0.904242 atol=0.0001#0.833224 - - # Test gens+pv+wind+batt with 3 arg version of backup_reliability - # Attention! REopt optimization results are presaved in erp_gens_batt_pv_wind_reopt_results.json - # If you modify backup_reliability_reopt_inputs.json, you must add this before JSON.parsefile: - # results = run_reopt(model, p) - # open("scenarios/erp_gens_batt_pv_wind_reopt_results.json","w") do f - # JSON.print(f, results, 4) - # end - for input_key in [ - "generator_size_kw", - "battery_size_kw", - "battery_size_kwh", - "pv_size_kw", - "wind_size_kw", - "critical_loads_kw", - "pv_production_factor_series", - "wind_production_factor_series" - ] - delete!(reliability_inputs, input_key) + @testset "Test fuel limit" begin + input_dict = JSON.parsefile("./scenarios/erp_fuel_limit_inputs.json") + results = backup_reliability(input_dict) + @test results["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 1 + @test results["cumulative_survival_final_time_step"][1] ā‰ˆ 1 end - # note: the wind prod series in backup_reliability_reopt_inputs.json is actually a PV profile (to in order to test a wind scenario that should give same results as an existing PV one) - p = REoptInputs("./scenarios/backup_reliability_reopt_inputs.json") - results = JSON.parsefile("./scenarios/erp_gens_batt_pv_wind_reopt_results.json") - reliability_results = backup_reliability(results, p, reliability_inputs) - - @test reliability_results["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.802997 atol=0.0001 - @test reliability_results["cumulative_survival_final_time_step"][1] ā‰ˆ 0.802997 atol=0.0001 - @test reliability_results["mean_cumulative_survival_final_time_step"] ā‰ˆ 0.817586 atol=0.001 + + @testset "Test small scenarios where we can calculate expected result" begin + + #Given outage starts in time period: 1 2 3 4 + #(Battery bin of - means failed) + #____________________________________ + #Outage hour 1: + #2 generators: Prob = 0.64, Battery bin = 3 2 2 3 + #1 generator: Prob = 0.32, Battery bin = 2 1 1 2 + #0 generator: Prob = 0.04, Battery bin = 1 - - 1 + #Survival Probability: 1.0 0.98 0.98 1.0 + + #Outage hour 2: + #2 generators: Prob = 0.4096, Battery bin = 3 2 3 3 + #2 gen -> 1 gen: Prob = 0.2048, Battery bin = 2 1 2 3 + #2 gen -> 0 gen: Prob = 0.0256, Battery bin = 1 - 1 2 + #1 gen -> 1 gen: Prob = 0.256, Battery bin = 1 - 1 2 + #1 gen -> 0 gen: Prob = 0.064, Battery bin = - - - 1 + #other 0 generators: Prob = 0.04, Battery bin = - - - - + #Survival Probability: 0.896 0.6144 0.896 0.96 + + #Outage hour 3: + #2 generators: Prob = 0.262144, Battery bin = 3 3 3 3 + #2 gen -> 2 -> 1 Prob = 0.131072, Battery bin = 2 2 3 2 + #2 gen -> 2 -> 0 Prob = 0.016384, Battery bin = - 1 2 - (fails b/c of kw limit not kwh) + #2 gen -> 1 -> 1 Prob = 0.16384, Battery bin = 1 1 2 2 + #2 gen -> 1 -> 0 Prob = 0.04096, Battery bin = - - 1 - (4th one b/c of kw limit not kwh) + #1 gen -> 1 -> 1 Prob = 0.2048, Battery bin = - - 1 1 + #other 0 generators Prob = 0.1808, Battery bin = - - - - + #Survival Probability: 0.557056 0.57344 0.8192 0.761856 + input_dict = Dict( + "critical_loads_kw" => [1,2,2,1], + "battery_starting_soc_series_fraction" => [0.75,0.75,0.75,0.75], + "max_outage_duration" => 3, + "num_generators" => 2, "generator_size_kw" => 1, + "generator_operational_availability" => 1, + "generator_failure_to_start" => 0.0, + "generator_mean_time_to_failure" => 5, + "battery_operational_availability" => 1, + "num_battery_bins" => 3, + "battery_size_kwh" => 4, + "battery_size_kw" => 1, + "battery_charge_efficiency_kwh_per_kwh" => 1, + "battery_discharge_efficiency" => 1, + "battery_minimum_soc_fraction" => 0.5, + "battery_leakage_fraction_per_ts" => 0.0) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.557056 + change_batt_to_h2_in_backup_reliability_inputs!(input_dict) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.557056, 0.57344, 0.8192, 0.761856] + + #Test with extreme leakage rate + #____________________________________ + #Outage hour 1: + #2 generators: Prob = 0.64, Battery bin = 3 2 2 3 + #1 generator: Prob = 0.32, Battery bin = 2 1 1 2 + #0 generator: Prob = 0.04, Battery bin = 1 - - 1 + #Survival Probability: 1.0 0.98 0.98 1.0 + #Leakage: + #2 generators: Prob = 0.64, Battery bin = 2 1 1 2 + #1 generator: Prob = 0.32, Battery bin = 1 1 1 1 + #0 generator: Prob = 0.04, Battery bin = 1 - - 1 + + #Outage hour 2: + #2 generators: Prob = 0.4096, Battery bin = 2 2 2 3 + #2 gen -> 1 gen: Prob = 0.2048, Battery bin = 1 - 1 2 + #2 gen -> 0 gen: Prob = 0.0256, Battery bin = - - - 1 + #1 gen -> 1 gen: Prob = 0.256, Battery bin = - - 1 1 + #1 gen -> 0 gen: Prob = 0.064, Battery bin = - - - - + #other 0 generators: Prob = 0.04, Battery bin = - - - - + #Survival Probability: 0.896 0.6144 0.896 0.96 + #Leakage: + #2 generators: Prob = 0.4096, Battery bin = 1 1 1 2 + #2 gen -> 1 gen: Prob = 0.2048, Battery bin = 1 - 1 1 + #2 gen -> 0 gen: Prob = 0.0256, Battery bin = - - - 1 + #1 gen -> 1 gen: Prob = 0.256, Battery bin = - - 1 1 + #1 gen -> 0 gen: Prob = 0.064, Battery bin = - - - - + #other 0 generators: Prob = 0.04, Battery bin = - - - - + + #Outage hour 3: + #2 generators: Prob = 0.262144, Battery bin = 1 2 2 2 + #2 gen -> 2 -> 1 Prob = 0.131072, Battery bin = - 1 1 1 + #2 gen -> 2 -> 0 Prob = 0.016384, Battery bin = - - - - + #2 gen -> 1 -> 1 Prob = 0.16384, Battery bin = - - 1 - + #2 gen -> 1 -> 0 Prob = 0.04096, Battery bin = - - - - + #1 gen -> 1 -> 1 Prob = 0.2048, Battery bin = - - 1 - + #other 0 generators Prob = 0.1808, Battery bin = - - - - + #Survival Probability: 0.262144 0.393216 0.761856 0.393216 + input_dict = Dict( + "critical_loads_kw" => [1,2,2,1], + "battery_starting_soc_series_fraction" => [0.75,0.75,0.75,0.75], + "max_outage_duration" => 3, + "num_generators" => 2, "generator_size_kw" => 1, + "generator_operational_availability" => 1, + "generator_failure_to_start" => 0.0, + "generator_mean_time_to_failure" => 5, + "battery_operational_availability" => 1, + "num_battery_bins" => 3, + "battery_size_kwh" => 4, + "battery_size_kw" => 1, + "battery_charge_efficiency_kwh_per_kwh" => 1, + "battery_discharge_efficiency_kwh_per_kwh" => 1, + "battery_minimum_soc_fraction" => 0.5, + "battery_leakage_fraction_per_ts" => 0.7) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.262144, 0.393216, 0.761856, 0.393216] + change_batt_to_h2_in_backup_reliability_inputs!(input_dict) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.262144, 0.393216, 0.761856, 0.393216] + + #Test multiple generator types + input_dict = Dict( + "critical_loads_kw" => [1,2,2,1], + "battery_starting_soc_series_fraction" => [0.5,0.5,0.5,0.5], + "max_outage_duration" => 3, + "num_generators" => [1,1], + "generator_size_kw" => [1,1], + "generator_operational_availability" => [1,1], + "generator_failure_to_start" => [0.0, 0.0], + "generator_mean_time_to_failure" => [5, 5], + "battery_operational_availability" => 1.0, + "num_battery_bins" => 3, + "battery_size_kwh" => 2, + "battery_size_kw" => 1, + "battery_charge_efficiency_kwh_per_kwh" => 1, + "battery_discharge_efficiency" => 1, + "battery_minimum_soc_fraction" => 0, + "battery_leakage_fraction_per_ts" => 0.0) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.557056, 0.57344, 0.8192, 0.761856] + change_batt_to_h2_in_backup_reliability_inputs!(input_dict) + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.557056, 0.57344, 0.8192, 0.761856] + + #8760 of flat load. Battery can survive 4 hours. + #Survival after 24 hours should be chance of generator surviving 20 or more hours + reopt_inputs = Dict( + "Site" => Dict( + "longitude" => -106.42077256104001, + "latitude" => 31.810468380036337 + ), + "ElectricStorage" => Dict( + "min_kw" => 100, + "max_kw" => 100, + "min_kwh" => 400, + "max_kwh" => 400, + "charge_efficiency" => 1.0, + "discharge_efficiency" => 1.0 + ), + "Generator" => Dict( + "min_kw" => 100, + "max_kw" => 100 + ), + "ElectricLoad" => Dict( + "loads_kw" => 100 .* ones(8760), + "critical_load_fraction" => 1.0 + ), + "ElectricTariff" => Dict( + "urdb_label" => "5ed6c1a15457a3367add15ae" + ) + ) + p = REoptInputs(reopt_inputs) + results = JSON.parsefile("./scenarios/erp_simple_test_reopt_results.json") + results["ElectricStorage"]["soc_series_fraction"] = ones(8760) + input_dict = Dict( + "max_outage_duration" => 24, + "num_generators" => 1, + "generator_operational_availability" => 0.98, + "generator_failure_to_start" => 0.1, + "generator_mean_time_to_failure" => 100, + "battery_operational_availability" => 1.0, + "num_battery_bins" => 101, + "battery_minimum_soc_fraction" => 0, + "battery_leakage_fraction_per_ts" => 0.0) + reliability_results = backup_reliability(results, p, input_dict) + @test reliability_results["unlimited_fuel_mean_cumulative_survival_by_duration"][24] ā‰ˆ (0.99^20)*(0.9*0.98) atol=0.00001 + end + + @testset "More complex case of hospital load with 2 generators, PV, wind, and battery" begin + reliability_inputs = JSON.parsefile("./scenarios/backup_reliability_inputs.json") + reliability_results_batt = backup_reliability(reliability_inputs) + @test reliability_results_batt["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.001 + @test reliability_results_batt["cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.001 + @test reliability_results_batt["mean_cumulative_survival_final_time_step"] ā‰ˆ 0.904242 atol=0.001 # or should it be 0.897968 ? (merge conflict) + + for input_key in [ + "generator_size_kw", + "battery_size_kw", + "battery_size_kwh", + "pv_size_kw", + "wind_size_kw", + "critical_loads_kw", + "pv_production_factor_series", + "wind_production_factor_series" + ] + delete!(reliability_inputs, input_key) + end + # note: the wind prod series in backup_reliability_reopt_inputs.json is actually a PV profile (to in order to test a wind scenario that should give same results as an existing PV one) + p = REoptInputs("./scenarios/backup_reliability_reopt_inputs.json") + model = Model(optimizer_with_attributes(HiGHS.Optimizer,"output_flag" => false, "log_to_console" => false)) + results = run_reopt(model, p) + # open("scenarios/erp_gens_batt_pv_wind_reopt_results.json","w") do f + # JSON.print(f, results, 4) + # end + # results = JSON.parsefile("./scenarios/erp_gens_batt_pv_wind_reopt_results.json") + reliability_results = backup_reliability(results, p, reliability_inputs) + + @test reliability_results["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.802997 atol=0.001 + @test reliability_results["cumulative_survival_final_time_step"][1] ā‰ˆ 0.802997 atol=0.001 + @test reliability_results["mean_cumulative_survival_final_time_step"] ā‰ˆ 0.817586 atol=0.001 # or should it be 0.817978 ? (merge conflict) + + # Test first scenario with H2 + reliability_inputs = JSON.parsefile("./scenarios/backup_reliability_inputs.json") + change_batt_to_h2_in_backup_reliability_inputs!(reliability_inputs) + reliability_results_H2 = backup_reliability(reliability_inputs) + @test reliability_results_H2["unlimited_fuel_cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.001 + @test reliability_results_H2["cumulative_survival_final_time_step"][1] ā‰ˆ 0.858756 atol=0.001 + @test reliability_results_H2["mean_cumulative_survival_final_time_step"] ā‰ˆ 0.904242 atol=0.001 # or should it be 0.897968 ? (merge conflict) + #TODO: once H2 in REopt, test 3 arg backup_reliability with H2 like with battery above + end + + @testset "Test H2 and battery together" begin + @testset "Small scenario where we can calculate expected result" begin + input_dict = Dict( + "critical_loads_kw" => [1,2,2,1], + "battery_starting_soc_series_fraction" => [0.5,0.5,0.5,0.5], + "H2_starting_soc_series_fraction" => [0.5,0.5,0.5,0.5], + "max_outage_duration" => 3, + "num_generators" => 2, "generator_size_kw" => 1, + "generator_operational_availability" => 1, + "generator_failure_to_start" => 0.0, + "generator_mean_time_to_failure" => 5, + "battery_operational_availability" => 1, + "H2_operational_availability" => 1, + "num_battery_bins" => 3, + "num_H2_bins" => 3, + "battery_size_kwh" => 1, + "H2_size_kg" => 1, + "battery_size_kw" => 0.5, + "H2_electrolyzer_size_kw" => 0.5, + "H2_fuelcell_size_kw" => 0.5, + "battery_charge_efficiency_kwh_per_kwh" => 1, + "H2_charge_efficiency_kg_per_kwh" => 1, + "battery_discharge_efficiency_kwh_per_kwh" => 1, + "H2_discharge_efficiency_kwh_per_kg" => 1, + "battery_minimum_soc_fraction" => 0.0, + "H2_minimum_soc_fraction" => 0.0, + "battery_leakage_fraction_per_ts" => 0.0, + "H2_leakage_fraction_per_ts" => 0.0) + + #Given outage starts in time period: 1 2 3 4 + #(Battery/H2 bin of - means failed) + #____________________________________ + #Outage hour 1: + #2 generators: Prob = 0.64, Battery/H2 bin = 3 2 2 3 + #1 generator: Prob = 0.32, Battery/H2 bin = 2 1 1 2 + #0 generator: Prob = 0.04, Battery/H2 bin = 1 - - 1 + #Survival Probability: 1.0 0.98 0.98 1.0 + + #Outage hour 2: + #2 generators: Prob = 0.4096, Battery/H2 bin = 3 2 3 3 + #2 gen -> 1 gen: Prob = 0.2048, Battery/H2 bin = 2 1 2 3 + #2 gen -> 0 gen: Prob = 0.0256, Battery/H2 bin = 1 - 1 2 + #1 gen -> 1 gen: Prob = 0.256, Battery/H2 bin = 1 - 1 2 + #1 gen -> 0 gen: Prob = 0.064, Battery/H2 bin = - - - 1 + #other 0 generators: Prob = 0.04, Battery/H2 bin = - - - - + #Survival Probability: 0.896 0.6144 0.896 0.96 + + #Outage hour 3: + #2 generators: Prob = 0.262144, Battery/H2 bin = 3 2 3 3 + #2 gen -> 2 -> 1 Prob = 0.131072, Battery/H2 bin = 2 2 3 2 + #2 gen -> 2 -> 0 Prob = 0.016384, Battery/H2 bin = - 1 2 - (fails b/c of kw limit not kwh) + #2 gen -> 1 -> 1 Prob = 0.16384, Battery/H2 bin = 1 1 2 2 + #2 gen -> 1 -> 0 Prob = 0.04096, Battery/H2 bin = - - 1 - (4th one b/c of kw limit not kwh) + #1 gen -> 1 -> 1 Prob = 0.2048, Battery/H2 bin = - - 1 1 + #other 0 generators Prob = 0.1808, Battery/H2 bin = - - - - + #Survival Probability: 0.557056 0.57344 0.8192 0.761856 + + @test backup_reliability(input_dict)["unlimited_fuel_cumulative_survival_final_time_step"] ā‰ˆ [0.557056, 0.57344, 0.8192, 0.761856] + end + + @testset "More complex scenario (compare battery+H2 system that should have same resilience as other H2 only system" begin + reliability_inputs = JSON.parsefile("./scenarios/backup_reliability_inputs_H2.json") + reliability_results_H2 = backup_reliability(reliability_inputs) + reliability_inputs = JSON.parsefile("./scenarios/backup_reliability_inputs_H2.json") + reliability_inputs["H2_size_kg"] /= 2 + merge!(reliability_inputs, + Dict( + "num_battery_bins" => reliability_inputs["num_H2_bins"], + "battery_operational_availability" => reliability_inputs["H2_operational_availability"], + "battery_size_kw" => reliability_inputs["H2_fuelcell_size_kw"], + "battery_size_kwh" => reliability_inputs["H2_size_kg"], + "battery_charge_efficiency_kwh_per_kwh" => reliability_inputs["H2_charge_efficiency_kg_per_kwh"], + "battery_discharge_efficiency_kwh_per_kwh" => reliability_inputs["H2_discharge_efficiency_kwh_per_kg"], + "battery_minimum_soc_fraction" => reliability_inputs["H2_minimum_soc_fraction"] + ) + ) + reliability_results_both = backup_reliability(reliability_inputs) + @test reliability_results_H2["mean_cumulative_survival_final_time_step"] ā‰ˆ reliability_results_both["mean_cumulative_survival_final_time_step"] atol=0.01 #some difference expected due to SOC discretization + end + end end @testset verbose=true "Disaggregated Heating Loads" begin @@ -738,6 +1010,39 @@ else # run HiGHS tests end end + @testset "Electric Storage Self-Discharge" begin + model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + data = JSON.parsefile("./scenarios/storage_selfdischarge.json") + + data["ElectricStorage"]["soc_init_fraction"] = 1.0 + data["ElectricStorage"]["soc_min_fraction"] = 0.0 + data["ElectricStorage"]["soc_based_per_ts_self_discharge_fraction"] = 0.0025/24 + + s = Scenario(data) + inputs = REoptInputs(s) + results_soc_based_self_discharge = run_reopt(model, inputs) + + model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + data["ElectricStorage"]["soc_based_per_ts_self_discharge_fraction"] = 0.0 + + s = Scenario(data) + inputs = REoptInputs(s) + results_no_self_discharge = run_reopt(model, inputs) + + model = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + data["ElectricStorage"]["capacity_based_per_ts_self_discharge_fraction"] = 0.0025/24 + + s = Scenario(data) + inputs = REoptInputs(s) + results_capacity_based_self_discharge = run_reopt(model, inputs) + + @test sum(results_no_self_discharge["ElectricStorage"]["storage_to_load_series_kw"]) - + sum(results_soc_based_self_discharge["ElectricStorage"]["storage_to_load_series_kw"]) ā‰ˆ 15.382 atol=0.01 + + calculated_output = round((80 - (80 * 0.0025/24 * 8760)) * sqrt(0.975) * 0.96, digits = 3) + @test sum(results_capacity_based_self_discharge["ElectricStorage"]["storage_to_load_series_kw"]) ā‰ˆ calculated_output atol=0.01 + end + @testset "Heating loads and addressable load fraction" begin # Default LargeOffice CRB with SpaceHeatingLoad and DomesticHotWaterLoad are served by ExistingBoiler m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) @@ -1406,6 +1711,18 @@ else # run HiGHS tests GC.gc() end + @testset "Complex Incentives" begin + """ + This test was compared against the API test: + reo.tests.test_reopt_url.EntryResourceTest.test_complex_incentives + when using the hardcoded levelization_factor in this package's REoptInputs function. + The two LCC's matched within 0.00005%. (The Julia pkg LCC is 1.0971991e7) + """ + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, "./scenarios/incentives.json") + @test results["Financial"]["lcc"] ā‰ˆ 1.094596365e7 atol=5e4 + end + @testset verbose=true "Rate Structures" begin @testset "Tiered Energy" begin @@ -3311,6 +3628,300 @@ else # run HiGHS tests GC.gc() end + @testset verbose=true "Hydrogen Technologies" begin + + @testset "Component Sizing" begin + + # Sizing electrolyzer, compressor, and hydrogen storage for a hydrogen load + d = JSON.parsefile("./scenarios/hydrogen_techs.json") + flat_h2_load_kg = 100.0 + flat_elec_load_kw = 500.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([flat_h2_load_kg], 8760) + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + @test results["Electrolyzer"]["size_kw"] ā‰ˆ flat_h2_load_kg * d["Electrolyzer"]["efficiency_kwh_per_kg"] atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ flat_h2_load_kg * d["Compressor"]["efficiency_kwh_per_kg"] atol=1e-3 + # TO-DO: This is currently 2x the load - what should it be? + @test results["HydrogenStorage"]["size_kg"] ā‰ˆ 2 * flat_h2_load_kg atol=1e-3 + + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_electrolyzer_series_kw"]) atol=1e-3 + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["Electrolyzer"]["electricity_consumed_series_kw"]) atol=1e-3 + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["Electrolyzer"]["electricity_from_grid_series_kw"]) atol=1e-3 + + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_compressor_series_kw"]) atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["Compressor"]["electricity_consumed_series_kw"]) atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["Compressor"]["electricity_from_grid_series_kw"]) atol=1e-3 + + # TO-DO: This might depend on the TO-DO above?? + @test results["HydrogenStorage"]["size_kg"] >= maximum(results["HydrogenStorage"]["storage_to_hydrogen_load_series_kg"]) + + # Add PV to hydrogen load only scenario + d["PV"] = Dict{String, Any}() + + # TO-DO: Are the million warnings an issue? How to suppress or fix? + with_logger(NullLogger()) do + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + end + + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_electrolyzer_series_kw"] + + results["PV"]["electric_to_electrolyzer_series_kw"]) atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_compressor_series_kw"] + + results["PV"]["electric_to_compressor_series_kw"]) atol=1e-3 + + # Sizing electrolyzer, compressor, hydrogen storage, and fuel cell for the electric load during a grid outage (no h2 load) + d = JSON.parsefile("./scenarios/fuel_cell_with_outage.json") + flat_elec_load_kw = 500.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + @test results["FuelCell"]["size_kw"] ā‰ˆ flat_elec_load_kw atol=1e-3 + + total_h2_required_kg = (flat_elec_load_kw * 5) / d["FuelCell"]["efficiency_kwh_per_kg"] + @test results["HydrogenStorage"]["size_kg"] ā‰ˆ total_h2_required_kg atol=1e-3 + @test results["Electrolyzer"]["size_kw"] ā‰ˆ total_h2_required_kg * d["Electrolyzer"]["efficiency_kwh_per_kg"] atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ total_h2_required_kg * d["Compressor"]["efficiency_kwh_per_kg"] atol=1e-3 + + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_electrolyzer_series_kw"]) atol=1e-3 + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["Electrolyzer"]["electricity_consumed_series_kw"]) atol=1e-3 + @test results["Electrolyzer"]["size_kw"] ā‰ˆ maximum(results["Electrolyzer"]["electricity_from_grid_series_kw"]) atol=1e-3 + + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["ElectricUtility"]["electric_to_compressor_series_kw"]) atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["Compressor"]["electricity_consumed_series_kw"]) atol=1e-3 + @test results["Compressor"]["size_kw"] ā‰ˆ maximum(results["Compressor"]["electricity_from_grid_series_kw"]) atol=1e-3 + + @test results["FuelCell"]["size_kw"] ā‰ˆ maximum(results["FuelCell"]["electric_to_load_series_kw"]) atol=1e-3 + @test sum(results["FuelCell"]["electric_to_storage_series_kw"]) + sum(results["FuelCell"]["electric_to_grid_series_kw"]) + + sum(results["FuelCell"]["electric_curtailed_series_kw"]) ā‰ˆ 0 atol=1e-3 + end + + @testset "Capital Costs and O&M" begin + d = JSON.parsefile("./scenarios/hydrogen_techs_fixed_sizes.json") + + flat_h2_load_kg = 100.0 + flat_elec_load_kw = 500.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([flat_h2_load_kg], 8760) + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + calculated_capital_costs = results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["installed_cost_per_kw"] + + results["Compressor"]["size_kw"] * d["Compressor"]["installed_cost_per_kw"] + + results["HydrogenStorage"]["size_kg"] * d["HydrogenStorage"]["installed_cost_per_kg"] + + results["FuelCell"]["size_kw"] * d["FuelCell"]["installed_cost_per_kw"] + + generation_tech_capital_costs = results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["installed_cost_per_kw"] + + results["Compressor"]["size_kw"] * d["Compressor"]["installed_cost_per_kw"] + + results["FuelCell"]["size_kw"] * d["FuelCell"]["installed_cost_per_kw"] + + electrolyzer_capital_costs = results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["installed_cost_per_kw"] + compressor_capital_costs = results["Compressor"]["size_kw"] * d["Compressor"]["installed_cost_per_kw"] + storage_capital_costs = results["HydrogenStorage"]["size_kg"] * d["HydrogenStorage"]["installed_cost_per_kg"] + fuel_cell_capital_costs = results["FuelCell"]["size_kw"] * d["FuelCell"]["installed_cost_per_kw"] + + y1_om_cost_per_kw = results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["om_cost_per_kw"] + + results["Compressor"]["size_kw"] * d["Compressor"]["om_cost_per_kw"] + + results["FuelCell"]["size_kw"] * d["FuelCell"]["om_cost_per_kw"] + + y1_om_cost_per_kwh = sum(results["Electrolyzer"]["electricity_consumed_series_kw"]) * d["Electrolyzer"]["om_cost_per_kwh"] + + sum(results["Compressor"]["electricity_consumed_series_kw"]) * d["Compressor"]["om_cost_per_kwh"] + + sum(results["FuelCell"]["hydrogen_consumed_series_kg"]) * d["FuelCell"]["efficiency_kwh_per_kg"] * d["FuelCell"]["om_cost_per_kwh"] + + total_y1_om_costs = y1_om_cost_per_kw + y1_om_cost_per_kwh + lcc_om_costs = total_y1_om_costs * 25 + + y1_total_operating_costs = total_y1_om_costs + (results["Financial"]["lifecycle_elecbill_after_tax"] / 25) + + # TO-DO: intial_capital_costs is currently outputting zero + @test calculated_capital_costs ā‰ˆ results["Financial"]["initial_capital_costs"] atol=1e-3 + @test calculated_capital_costs ā‰ˆ results["Financial"]["initial_capital_costs_after_incentives"] atol=1e-3 + @test calculated_capital_costs ā‰ˆ results["Financial"]["lifecycle_capital_costs"] + @test generation_tech_capital_costs ā‰ˆ results["Financial"]["lifecycle_generation_tech_capital_costs"] atol=1e-3 + @test storage_capital_costs ā‰ˆ results["Financial"]["lifecycle_storage_capital_costs"] atol=1e-3 + + @test total_y1_om_costs ā‰ˆ results["Financial"]["year_one_om_costs_before_tax"] atol=0.1 + @test total_y1_om_costs ā‰ˆ results["Financial"]["year_one_om_costs_after_tax"] atol=0.1 + @test y1_total_operating_costs ā‰ˆ results["Financial"]["year_one_total_operating_cost_before_tax"] atol=0.1 + @test y1_total_operating_costs ā‰ˆ results["Financial"]["year_one_total_operating_cost_after_tax"] atol=0.1 + + @test lcc_om_costs ā‰ˆ results["Financial"]["lifecycle_om_costs_before_tax"] atol=0.5 + @test lcc_om_costs ā‰ˆ results["Financial"]["lifecycle_om_costs_after_tax"] atol=0.5 + @test lcc_om_costs ā‰ˆ results["Financial"]["om_and_replacement_present_cost_after_tax"] atol=0.5 + + @test calculated_capital_costs + lcc_om_costs ā‰ˆ results["Financial"]["lifecycle_capital_costs_plus_om_after_tax"] atol=0.5 + @test calculated_capital_costs + lcc_om_costs + results["Financial"]["lifecycle_elecbill_after_tax"] ā‰ˆ results["Financial"]["lcc"] atol=0.5 + + # TO-DO: Only FuelCell has cost outputs and only for fixed O&M - should we standardize? + @test results["FuelCell"]["size_kw"] * d["FuelCell"]["om_cost_per_kw"] ā‰ˆ results["FuelCell"]["year_one_fixed_om_cost_before_tax"] atol=1e-3 + @test results["FuelCell"]["size_kw"] * d["FuelCell"]["om_cost_per_kw"] * 25 ā‰ˆ results["FuelCell"]["lifecycle_fixed_om_cost_after_tax"] atol=1e-3 + end + + @testset "Technology Production" begin + d = JSON.parsefile("./scenarios/hydrogen_techs_fixed_sizes.json") + + flat_h2_load_kg = 100.0 + flat_elec_load_kw = 500.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([flat_h2_load_kg], 8760) + d["PV"] = Dict{String, Any}() + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + @test sum(results["PV"]["electric_to_electrolyzer_series_kw"]) + + sum(results["ElectricUtility"]["electric_to_electrolyzer_series_kw"]) ā‰ˆ sum(results["Electrolyzer"]["electricity_consumed_series_kw"]) atol=10 + @test sum(results["Electrolyzer"]["electricity_consumed_series_kw"]) ā‰ˆ sum(results["Electrolyzer"]["hydrogen_produced_series_kg"]) * + d["Electrolyzer"]["efficiency_kwh_per_kg"] atol=10 + @test sum(results["PV"]["electric_to_compressor_series_kw"]) + + sum(results["ElectricUtility"]["electric_to_compressor_series_kw"]) ā‰ˆ sum(results["Compressor"]["electricity_consumed_series_kw"]) atol=10 + @test sum(results["Compressor"]["electricity_consumed_series_kw"]) ā‰ˆ sum(results["Compressor"]["hydrogen_compressed_series_kg"]) * + d["Compressor"]["efficiency_kwh_per_kg"] atol=10 + @test sum(results["Electrolyzer"]["hydrogen_produced_series_kg"]) ā‰ˆ sum(results["HydrogenStorage"]["storage_to_hydrogen_load_series_kg"]) atol=1 + @test sum(results["Compressor"]["hydrogen_compressed_series_kg"]) ā‰ˆ sum(results["HydrogenStorage"]["storage_to_hydrogen_load_series_kg"]) atol=1 + @test sum(results["FuelCell"]["electric_to_load_series_kw"]) ā‰ˆ sum(results["FuelCell"]["hydrogen_consumed_series_kg"]) * d["FuelCell"]["efficiency_kwh_per_kg"] atol=1 + + d = JSON.parsefile("./scenarios/fuel_cell_with_outage.json") + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["PV"] = Dict{String, Any}() + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + @test sum(results["FuelCell"]["electric_to_load_series_kw"]) ā‰ˆ sum(results["FuelCell"]["hydrogen_consumed_series_kg"]) * d["FuelCell"]["efficiency_kwh_per_kg"] atol=10 + @test (sum(results["PV"]["electric_to_electrolyzer_series_kw"]) + sum(results["ElectricUtility"]["electric_to_electrolyzer_series_kw"])) / + d["Electrolyzer"]["efficiency_kwh_per_kg"] ā‰ˆ sum(results["FuelCell"]["hydrogen_consumed_series_kg"]) atol=1 + end + + @testset "Optional Compressor" begin + d = JSON.parsefile("./scenarios/hydrogen_techs.json") + d["ElectricLoad"]["loads_kw"] = repeat([500.0], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([100.0], 8760) + d["Electrolyzer"]["require_compression"] = true + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + @test results["Compressor"]["size_kw"] ā‰ˆ 100.0 * d["Compressor"]["efficiency_kwh_per_kg"] atol=1e-3 + + d["Electrolyzer"]["require_compression"] = false + + # Compressor is still built, but constraints fix production to zero + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + @test haskey(results, "Compressor") == false + end + + @testset "Minimum Turndown" begin + d = JSON.parsefile("./scenarios/hydrogen_techs_fixed_sizes.json") + + flat_h2_load_kg = 100.0 + flat_elec_load_kw = 100.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([flat_h2_load_kg], 8760) + d["Electrolyzer"]["min_turn_down_fraction"] = 0.5 + d["Compressor"]["min_turn_down_fraction"] = 0.4 + d["FuelCell"]["min_turn_down_fraction"] = 0.2 + d["PV"] = Dict{String, Any}() + d["PV"]["min_kw"] = 500000 + d["PV"]["max_kw"] = 500000 + d["HydrogenStorage"]["min_kg"] = 5000 + d["HydrogenStorage"]["max_kg"] = 5000 + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.1, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + electrolyzer_greater_than_zero_min = minimum(i for i in results["Electrolyzer"]["electricity_consumed_series_kw"] if i > 0) + compressor_greater_than_zero_min = minimum(i for i in results["Compressor"]["electricity_consumed_series_kw"] if i > 0) + fuel_cell_greater_than_zero_min = minimum(i for i in results["FuelCell"]["electric_to_load_series_kw"] if i > 0) + + # print("\n\n\n") + # println("PV size_kw: ", results["PV"]["size_kw"]) + # println("Electrolyzer size_kw: ", results["Electrolyzer"]["size_kw"]) + # println("Compressor size_kw: ", results["Compressor"]["size_kw"]) + # println("HydrogenStorage size_kg: ", results["HydrogenStorage"]["size_kg"]) + # println("FuelCell size_kw: ", results["FuelCell"]["size_kw"]) + # println("FuelCell max output: ", maximum(results["FuelCell"]["electric_to_load_series_kw"])) + # println("electrolyzer_greater_than_zero_min: ", electrolyzer_greater_than_zero_min) + # println("compressor_greater_than_zero_min: ", compressor_greater_than_zero_min) + # println("fuel_cell_greater_than_zero_min: ", fuel_cell_greater_than_zero_min) + # println("Electrolyzer min kW output: ", results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["min_turn_down_fraction"]) + # println("Compressor min kW output: ", results["Compressor"]["size_kw"] * d["Compressor"]["min_turn_down_fraction"]) + # println("Fuel cell min kW output: ", results["FuelCell"]["size_kw"] * d["FuelCell"]["min_turn_down_fraction"]) + # print("\n\n\n") + + # TO-DO: min turn down does not seem to be implemented for any of the techs below + @test electrolyzer_greater_than_zero_min >= results["Electrolyzer"]["size_kw"] * d["Electrolyzer"]["min_turn_down_fraction"] + @test compressor_greater_than_zero_min >= results["Compressor"]["size_kw"] * d["Compressor"]["min_turn_down_fraction"] + @test fuel_cell_greater_than_zero_min >= results["FuelCell"]["size_kw"] * d["FuelCell"]["min_turn_down_fraction"] + end + + @testset "Cost-influenced Dispatch" begin + d = JSON.parsefile("./scenarios/hydrogen_techs.json") + + flat_h2_load_kg = 100.0 + flat_elec_load_kw = 500.0 + d["ElectricLoad"]["loads_kw"] = repeat([flat_elec_load_kw], 8760) + d["HydrogenLoad"]["loads_kg"] = repeat([flat_h2_load_kg], 8760) + d["PV"] = Dict{String, Any}() + d["FuelCell"] = Dict{String, Any}() + d["ElectricTariff"] = Dict{String, Any}() + d["ElectricTariff"]["tou_energy_rates_per_kwh"] = repeat([0.25], 8760) + d["ElectricTariff"]["tou_energy_rates_per_kwh"][101:105] .= 0.01 + d["ElectricTariff"]["tou_energy_rates_per_kwh"][106:110] .= 100.0 + d["ElectricTariff"]["blended_annual_demand_rate"] = 0.0 + + s = Scenario(d) + inputs = REoptInputs(s) + m = Model(optimizer_with_attributes(HiGHS.Optimizer, "mip_rel_gap" => 0.01, "output_flag" => false, "log_to_console" => false)) + results = run_reopt(m, inputs) + + # print("\n\n\n") + # println("PV size_kw: ", results["PV"]["size_kw"]) + # println("Electrolyzer size_kw: ", results["Electrolyzer"]["size_kw"]) + # println("Compressor size_kw: ", results["Compressor"]["size_kw"]) + # println("HydrogenStorage size_kg: ", results["HydrogenStorage"]["size_kg"]) + # println("FuelCell size_kw: ", results["FuelCell"]["size_kw"]) + # println("FuelCell max output: ", maximum(results["FuelCell"]["electric_to_load_series_kw"])) + # println("rates: ", d["ElectricTariff"]["tou_energy_rates_per_kwh"][95:115]) + # println("electrolyzer: ", results["Electrolyzer"]["electricity_consumed_series_kw"][95:115]) + # println("compressor: ", results["Compressor"]["electricity_consumed_series_kw"][95:115]) + # println("fuel cell: ", results["FuelCell"]["electric_to_load_series_kw"][95:115]) + # println("h2 storage soc: ", results["HydrogenStorage"]["soc_series_fraction"][95:115]) + # print("\n\n\n") + + @test sum(results["Electrolyzer"]["electricity_consumed_series_kw"][101:105]) ā‰ˆ results["Electrolyzer"]["size_kw"] * 5 atol=1 + @test sum(results["Compressor"]["electricity_consumed_series_kw"][101:105]) ā‰ˆ results["Compressor"]["size_kw"] * 5 atol=1 + @test sum(results["FuelCell"]["electric_to_load_series_kw"][101:105]) ā‰ˆ 0 atol=1 + + @test sum(results["Electrolyzer"]["electricity_consumed_series_kw"][106:110]) ā‰ˆ 0 atol=1 + @test sum(results["Compressor"]["electricity_consumed_series_kw"][106:110]) ā‰ˆ 0 atol=1 + @test sum(results["FuelCell"]["electric_to_load_series_kw"][106:110]) ā‰ˆ results["FuelCell"]["size_kw"] * 5 atol=1 + end + end + @testset "Custom REopt logger" begin # Throw a handled error diff --git a/test/scenarios/backup_reliability_inputs.json b/test/scenarios/backup_reliability_inputs.json index 69a2501ad..f226209db 100644 --- a/test/scenarios/backup_reliability_inputs.json +++ b/test/scenarios/backup_reliability_inputs.json @@ -4,14 +4,15 @@ "generator_mean_time_to_failure" : 200, "num_generators" : 2, "generator_size_kw" : 200.0, - "num_battery_bins" : 20, + "num_battery_bins" : 80, "max_outage_duration" : 96, "battery_operational_availability": 1.0, "battery_size_kw" : 506.0, "battery_size_kwh" : 2306.0, - "battery_charge_efficiency": 0.948, - "battery_discharge_efficiency": 0.948, + "battery_charge_efficiency_kwh_per_kwh": 0.948, + "battery_discharge_efficiency_kwh_per_kwh": 0.948, "battery_minimum_soc_fraction": 0.0, + "battery_leakage_fraction_per_ts": 0.0, "pv_operational_availability": 1.0, "wind_operational_availability": 1.0, "pv_size_kw" : 1276.0, diff --git a/test/scenarios/backup_reliability_inputs_H2.json b/test/scenarios/backup_reliability_inputs_H2.json new file mode 100644 index 000000000..76fdf1825 --- /dev/null +++ b/test/scenarios/backup_reliability_inputs_H2.json @@ -0,0 +1,81 @@ +{ + "generator_operational_availability": 0.9, + "generator_failure_to_start" : 0.2, + "generator_mean_time_to_failure" : 10, + "num_generators" : 2, + "generator_size_kw" : 100.0, + "num_H2_bins" : 100, + "max_outage_duration" : 12, + "H2_operational_availability": 1.0, + "H2_electrolyzer_size_kw" : 506.0, + "H2_fuelcell_size_kw" : 506.0, + "H2_size_kg" : 2306.0, + "H2_charge_efficiency_kg_per_kwh": 0.948, + "H2_discharge_efficiency_kwh_per_kg": 0.948, + "H2_minimum_soc_fraction": 0.0, + "H2_leakage_fraction_per_ts": 0.0, + "pv_operational_availability": 1.0, + "pv_size_kw" : 255.0, + "critical_loads_kw": [ + 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+ 179.6626,178.7992,249.1178,285.4087,294.3328,303.067,304.9265,304.9923,295.6778,304.9702,305.312,305.8116,307.328,312.8222,230.4173,228.5824,184.5657,175.5051,149.0141,152.0833,150.4461,149.8736,149.9533,150.0689,183.7509,184.689,255.0563,289.8529,295.2192,302.2989,304.9225,307.1464,302.4948,313.4298,314.0838,314.8201,316.4315,316.3789,231.1,230.8769,189.721,180.594,153.4215,155.5559,152.5757,151.0289,151.4079,148.9443,183.1197,184.3005,254.3359,288.4328,295.3416,302.7662,305.0338,305.697,295.8275,304.7511,305.061,305.2114,306.8885,311.9992,228.1705,226.2424,184.295,174.4077,146.1882,146.145,142.8662,144.0957,144.9391,144.8638,151.9165,152.7476,177.0952,208.452,208.171,237.6991,239.7834,240.1736,232.4299,231.481,232.1158,209.9471,211.6095,206.0106,190.4986,188.6095,154.8712,154.3944,146.2169,146.587,139.1406,139.2038,140.2096,140.773,148.9047,148.7004,171.8474,170.4515,188.8537,187.4071,189.8677,190.608,190.7232,189.9727,191.5589,192.7214,186.8711,176.7106,164.3311,164.3607,158.2077,163.4239,161.4418,161.5913,156.921,157.4628,157.857,160.1071,169.2469,166.0984,191.0254,189.9969,209.0423,208.8226,209.4617,208.8737,207.4137,201.7751,203.4177,206.1076,197.6116,189.7755,183.0054,178.5051,171.2442,173.1407,165.0768,163.325,162.8112,162.0305,163.8376,162.9727,194.6965,197.4193,268.7747,305.2945,313.373,320.6583,324.2278,327.6665,318.828,327.7866,328.5568,325.8865,322.3285,326.7409,232.0666,225.4935,183.6645,178.7708,157.1626,158.3178,155.7182,157.2987,155.0238,153.3834,186.2248,186.3669,257.7761,292.7011,299.93,307.9734,309.3245,309.5874,297.549,306.4881,306.9331,310.5708,308.4416,311.1278,228.5967,226.7814,185.3022,176.3608,149.7512,148.749,145.3109,146.6866,147.2992,146.1034,178.8659,181.1668,253.646,289.4206,308.5766,319.9571,323.0919,325.9884,316.349,325.9995,327.1883,327.7393,318.7665,313.9844,228.7479,226.0836,184.3762,176.1382,151.9853,156.7445,153.7695,155.6676,155.4543,152.505,185.3489,185.5923,256.9256,293.7497,303.3755,315.6592,326.2793,329.8332,322.2459,332.1004,332.2569,327.1766,320.1452,321.8128,237.7364,238.4434,199.4748,187.0698,160.7672,164.2739,162.0226,160.0487,157.1544,155.2303,162.6927,162.7754,185.4277,217.5274, 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220.4079,250.3674,250.7389,255.2618,250.6502,243.7303,235.1534,210.468,213.4764,208.0799,195.2648,194.549,160.6561,161.9171,153.5667,153.4318,145.4363,145.912,146.5856,144.7511,151.1651,152.2422,173.3015,168.837,188.4822,186.8958,188.9322,189.5239,191.0031,188.317,188.376,187.793,181.1205,172.1274,160.5724,158.7171,151.3724,151.5757,143.8616,144.6156,145.8946,146.7966,148.38,149.7337,183.3897,185.4522,255.2084,288.7854,296.019,302.1008,304.5358,306.7649,297.9311,305.7997,306.4184,306.1134,309.5218,315.5324,233.9596,232.1825,190.0521,180.4802,150.2868,148.9083,147.7847,148.742,149.3696,149.7626,184.0206,183.1996,252.3997,287.1556,296.3275,307.0133,308.3917,307.7216,298.4372,309.1243,308.5552,306.7544,309.0073,313.4102,230.7066,228.2824,187.3542,179.306,153.1216,153.5701,151.9105,151.609,152.0373,152.9823,185.3173,184.8509,255.9815,292.7334,300.9882,308.6569,310.9806,312.6522,299.2087,306.3919,309.9328,310.846,307.7482,309.7558,228.8832,227.5638,185.0868,176.059,148.9796,149.1221,145.8227,147.818,148.8607,147.9263,181.4783,182.1675,252.5321,287.9908,297.3498,306.104,306.7697,307.7197,296.8739,307.3737,309.8579,309.1851,310.661,311.8917,228.3443,226.5993,184.7207,174.8854,146.7243,146.4443,143.2904,144.1616,143.7032,143.3194,179.0928,183.2095,255.7561,288.364,297.8776,312.3883,316.9619,317.7718,308.9928,318.3854,318.596,317.7506,318.3524,322.4328,235.2009,230.5306,190.349,184.4802,158.6299,154.2865,150.9843,153.9498,155.6874,155.7406,162.4695,161.916,184.7668,216.223,214.6342,241.8967,242.7422,243.8342,236.6322,236.0897,240.0915,216.9342,214.1464,205.0782,192.3605,191.4625,155.9572,154.8612,146.7825,147.0859,139.7829,139.7665,139.6461,139.5997,147.8284,147.6618,171.4797,169.3537,189.3752,187.8483,190.3636,190.8376,190.2931,188.3214,187.7768,187.2248,180.8445,171.6159,159.5574,157.7102,149.8239,149.6887,141.9729,142.2035,143.2625,143.3294,143.3262,142.8641,176.6871,177.1599,248.428,283.7502,292.7804,301.2642,303.5052,304.422,294.401,302.7829,302.6786,302.7595,304.5826,309.2976,229.413,227.1251,184.8287,174.6604,146.5575,146.637,144.0009,144.8631,145.182,145.0532,178.2915,178.8908,249.9054,284.8498,293.2652,302.0057,305.1139,305.6403, 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+} + diff --git a/test/scenarios/backup_reliability_reopt_inputs.json b/test/scenarios/backup_reliability_reopt_inputs.json index 3f8ae3e30..9cde7f67c 100644 --- a/test/scenarios/backup_reliability_reopt_inputs.json +++ b/test/scenarios/backup_reliability_reopt_inputs.json @@ -82,7 +82,11 @@ "replace_cost_per_kwh": 230.0, "installed_cost_per_kw": 1000.0, "installed_cost_per_kwh": 500.0, - "total_itc_fraction": 0.0 + "total_itc_fraction": 0.0, + "charge_efficiency": 0.947924047590312, + "discharge_efficiency": 0.947924047590312, + "soc_min_fraction": 1, + "soc_init_fraction": 1 }, "ElectricTariff": { "urdb_label": "5ed6c1a15457a3367add15ae" diff --git a/test/scenarios/erp_complex_test_reopt_results.json b/test/scenarios/erp_complex_test_reopt_results.json new file mode 100644 index 000000000..e1fb1da45 --- /dev/null +++ b/test/scenarios/erp_complex_test_reopt_results.json @@ -0,0 +1,140310 @@ +{ + "Site": { + "annual_emissions_from_fuelburn_tonnes_PM25": 0.0, + 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"lifecycle_chp_standby_cost_after_tax": 0.0 + } +} diff --git a/test/scenarios/erp_fuel_limit_inputs.json b/test/scenarios/erp_fuel_limit_inputs.json index cbeb14c20..1b60946f3 100644 --- a/test/scenarios/erp_fuel_limit_inputs.json +++ b/test/scenarios/erp_fuel_limit_inputs.json @@ -17538,8 +17538,9 @@ "battery_operational_availability": 1.0, "battery_size_kw": 2000.0, "battery_size_kwh": 600035.0, - "charge_efficiency": 0.9479240475903119, - "discharge_efficiency": 0.9479240475903119, + "battery_charge_efficiency_kwh_per_kwh": 0.9479240475903119, + "battery_discharge_efficiency_kwh_per_kwh": 0.9479240475903119, "num_battery_bins": 100, - "battery_minimum_soc_fraction": 0.0 + "battery_minimum_soc_fraction": 0.0, + "battery_leakage_fraction_per_ts": 0.0 } \ No newline at end of file diff --git a/test/scenarios/erp_gens_batt_pv_wind_reopt_results.json b/test/scenarios/erp_gens_batt_pv_wind_reopt_results.json index fa52facee..9ff1c6f45 100644 --- a/test/scenarios/erp_gens_batt_pv_wind_reopt_results.json +++ b/test/scenarios/erp_gens_batt_pv_wind_reopt_results.json @@ -1,7 +1,7 @@ { "Site": { "annual_emissions_from_fuelburn_tonnes_PM25": 0.0, - "lifecycle_emissions_tonnes_PM25": 0.37, + "lifecycle_emissions_tonnes_PM25": 0.36, "lifecycle_emissions_tonnes_SO2": 0.46, "lifecycle_emissions_from_fuelburn_tonnes_PM25": 0.0, "annual_emissions_from_fuelburn_tonnes_NOx": 0.0, @@ -10,15 +10,15 @@ "annual_emissions_tonnes_PM25": 0.02, "lifecycle_emissions_tonnes_NOx": 0.46, "annual_emissions_from_fuelburn_tonnes_CO2": 0.0, - "onsite_renewable_energy_fraction_of_total_load": 0.271611, + "total_renewable_energy_fraction": 0.269146, "annual_emissions_from_fuelburn_tonnes_SO2": 0.0, "lifecycle_emissions_from_fuelburn_tonnes_SO2": 0.0, - "onsite_renewable_electricity_fraction_of_elec_load": 0.271611, + "renewable_electricity_fraction": 0.269146, "lifecycle_emissions_from_fuelburn_tonnes_CO2": 0.0, 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@@ -62893,10 +62893,10 @@ 0.0, 0.0, 4.43, - 0.0, + 26.61, 21.33, 43.48, - 2.751, + 39.79, 37.54, 37.12, 37.26, @@ -63039,9 +63039,9 @@ 5.9, 8.77, 37.63, - 0.0, + 44.79, 62.83, - 13.85, + 63.85, 60.221, 53.11, 40.88, @@ -63063,10 +63063,10 @@ 13.26, 32.18, 48.02, - 43.728, + 57.42, 42.114, - 41.088, - 43.527, + 61.58, + 58.19, 49.245, 39.63, 23.7, @@ -63209,9 +63209,9 @@ 46.75, 57.24, 62.41, - 63.46, - 58.907, - 3.05, + 55.685, + 60.56, + 53.05, 41.44, 25.37, 7.84, @@ -63232,7 +63232,7 @@ 33.38, 37.38, 44.073, - 40.381, + 56.78, 54.16, 56.42, 44.83, @@ -63374,11 +63374,11 @@ 2.57, 17.91, 36.28, - 1.89, + 51.89, 62.26, - 17.56, + 54.908, 68.63, - 15.19, + 65.19, 57.52, 20.11, 10.94, @@ -63398,11 +63398,11 @@ 2.92, 19.19, 38.41, - 49.563, - 40.64, + 53.48, + 63.37, 68.67, 69.16, - 65.21, + 37.425, 48.84, 44.67, 27.9, @@ -63541,12 +63541,12 @@ 0.0, 4.0, 21.82, - 0.0, + 41.3, 56.21, - 16.18, - 71.31, - 22.19, - 18.03, + 57.286, + 46.554, + 72.19, + 68.03, 46.842, 46.96, 29.65, @@ -63566,12 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45.91, 37.902, - 66.91, + 29.935, 25.934, 71.21, 29.313, - 37.186, + 59.24, 45.397, 30.99, 13.36, @@ -64212,14 +64212,14 @@ 0.0, 0.46, 11.15, - 0.0, - 0.0, + 29.72, + 47.16, 60.22, - 68.87, + 56.826, 73.5, 72.03, 67.96, - 60.18, + 49.597, 48.24, 32.31, 14.53, @@ -64238,10 +64238,10 @@ 11.12, 29.11, 45.1, - 57.18, - 64.94, + 41.836, + 35.002, 68.58, - 68.72, + 30.767, 64.98, 46.827, 44.13, @@ -64380,13 +64380,13 @@ 0.0, 1.18, 12.23, - 0.0, - 0.0, + 29.97, + 46.53, 59.36, - 4.96, - 0.0, - 49.496, - 6.96, + 54.96, + 38.65, + 50.71, + 56.96, 16.32, 8.66, 3.21, @@ -64407,9 +64407,9 @@ 17.94, 34.66, 59.4, - 33.524, - 72.9, - 72.96, + 67.21, + 29.143, + 29.418, 33.305, 62.07, 48.255, @@ -64549,13 +64549,13 @@ 1.56, 11.25, 29.64, - 0.0, + 44.23, 55.28, 61.97, - 67.59, + 61.143, 67.44, 58.13, - 9.28, + 59.28, 47.99, 26.99, 16.24, @@ -64716,16 +64716,16 @@ 0.0, 2.04, 13.94, - 0.0, - 39.902, + 30.85, + 45.82, 56.6, 63.86, 67.35, 67.56, - 66.03, - 51.095, + 54.993, + 59.04, 48.31, - 31.283, + 33.97, 16.93, 3.52, 0.0, @@ -64743,11 +64743,11 @@ 30.77, 45.75, 56.83, - 63.73, + 37.676, 34.609, - 34.237, - 36.565, - 43.639, + 67.42, + 65.85, + 58.9, 48.12, 33.5, 16.94, @@ -64887,12 +64887,12 @@ 31.59, 46.49, 57.51, - 14.4, - 17.89, - 17.73, - 63.984, - 7.97, - -0.0, + 64.4, + 60.348, + 67.73, + 64.47, + 57.97, + 48.81, 34.52, 17.83, 3.76, @@ -64910,9 +64910,9 @@ 14.8, 31.84, 46.66, - 52.57, - 48.75, - 45.415, + 28.906, + 62.12, + 64.87, 44.191, 54.71, 52.23, @@ -65052,15 +65052,15 @@ 0.0, 2.66, 15.13, - 0.0, + 31.83, 46.81, 57.97, 64.967, - 68.75, - 55.24, + 58.267, + 71.11, 58.247, 60.94, - 0.34, + 50.34, 35.88, 19.16, 4.78, @@ -65079,8 +65079,8 @@ 23.51, 46.74, 57.88, - 64.62, - 35.873, + 38.586, + 68.09, 40.97, 36.84, 33.06, @@ -65102,8 +65102,8 @@ 15.01, 23.92, 34.07, - 14.732, - 47.581, + 58.22, + 64.63, 68.27, 68.38, 67.1, @@ -65152,7 +65152,7 @@ 11.27, 17.43, 36.32, - 25.472, + 50.13, 53.77, 56.05, 50.26, @@ -65222,14 +65222,14 @@ 1.62, 6.19, 18.4, - -0.0, + 47.1, 40.2, 53.22, 56.868, - 18.85, - 61.77, + 68.85, + 53.228, 51.13, - 22.165, + 36.78, 20.0, 5.61, 0.0, @@ -65391,11 +65391,11 @@ 22.51, 38.46, 58.81, - 15.82, + 65.82, 62.36, 70.64, - 68.86, - 13.13, + 62.973, + 62.34, 51.46, 37.08, 20.39, @@ -65414,12 +65414,12 @@ 10.03, 23.98, 43.33, - 59.45, + 48.985, 41.237, 36.986, 73.14, 38.662, - 45.025, + 63.12, 51.85, 37.28, 20.57, @@ -65560,10 +65560,10 @@ 46.22, 57.32, 64.45, - 68.1, - 18.69, + 64.145, + 68.69, 65.267, - 61.21, + 59.405, 51.06, 37.45, 20.92, @@ -65583,11 +65583,11 @@ 31.16, 45.63, 52.383, - 60.26, - 45.49, + 48.976, + 63.62, 44.426, - 47.044, - 55.36, + 61.12, + 52.37, 48.2, 35.43, 19.99, @@ -65727,12 +65727,12 @@ 28.02, 36.54, 49.72, - 10.3, + 60.3, 61.59, 57.64, 57.44, - 51.949, - 0.0, + 51.96, + 42.23, 11.88, 9.5, 0.0, @@ -65800,8 +65800,8 @@ 44.79, 57.03, 64.82, - 39.371, - 69.78, + 42.042, + 38.243, 40.359, 48.101, 50.06, @@ -65893,13 +65893,13 @@ 1.62, 12.88, 7.69, - 39.529, + 45.63, 57.33, 20.02, - 22.13, + 45.794, 34.91, - 19.56, - 62.36, + 69.56, + 58.187, 51.85, 24.51, 10.33, @@ -66063,11 +66063,11 @@ 28.63, 44.03, 55.52, - 13.57, - 67.58, - 61.194, - 16.81, - 60.56, + 63.57, + 61.453, + 68.03, + 66.81, + 57.782, 50.49, 36.62, 20.1, @@ -66088,9 +66088,9 @@ 44.02, 52.377, 62.81, - 68.74, - 38.057, - 41.022, + 39.35, + 69.62, + 66.96, 47.21, 50.76, 36.92, @@ -66255,8 +66255,8 @@ 19.41, 26.51, 18.61, - 6.451, - 52.612, + 42.92, + 58.71, 39.062, 69.46, 48.6, @@ -66401,7 +66401,7 @@ 53.72, 61.39, 65.34, - 17.68, + 65.801, 65.16, 58.52, 48.53, @@ -66427,7 +66427,7 @@ 32.51, 42.377, 45.818, - 51.792, + 57.61, 47.1, 33.24, 17.36, @@ -66569,8 +66569,8 @@ 21.54, 27.93, 56.35, - 60.821, - 67.46, + 70.32, + 63.868, 41.75, 37.09, 35.67, @@ -66595,7 +66595,7 @@ 28.77, 29.99, 32.14, - 61.96, + 46.537, 50.48, 26.67, 17.8, @@ -66737,8 +66737,8 @@ 55.75, 63.82, 68.0, - 70.79, - 67.232, + 64.22, + 67.7, 60.93, 50.62, 34.54, @@ -66759,11 +66759,11 @@ 26.59, 42.92, 55.28, - 63.24, - 67.01, - 44.436, - 47.291, - 60.58, + 51.386, + 47.602, + 69.44, + 66.38, + 52.553, 49.48, 34.29, 16.52, @@ -66904,10 +66904,10 @@ 12.87, 21.43, 65.26, - 63.456, - 71.11, + 70.31, + 61.885, 68.98, - 60.301, + 61.28, 49.48, 33.12, 14.93, @@ -66930,7 +66930,7 @@ 60.32, 47.228, 66.95, - 65.76, + 44.673, 58.64, 47.39, 32.29, @@ -67098,7 +67098,7 @@ 42.44, 40.21, 44.552, - 63.83, + 48.254, 45.89, 45.17, 22.88, @@ -67241,7 +67241,7 @@ 53.8, 63.02, 67.54, - 64.735, + 68.12, 64.41, 56.7, 44.81, @@ -67262,10 +67262,10 @@ 6.02, 23.07, 40.58, - 54.34, + 53.771, 45.685, 41.081, - 69.4, + 39.877, 43.462, 57.79, 45.42, @@ -67287,11 +67287,11 @@ 23.4, 41.45, 55.21, - 45.065, - 38.886, - 70.72, + 64.44, + 70.25, + 38.002, 66.75, - 58.44, + 49.425, 45.53, 28.42, 4.85, @@ -67432,7 +67432,7 @@ 27.84, 44.46, 53.838, - 60.83, + 49.733, 54.1, 51.23, 37.3, @@ -67600,9 +67600,9 @@ 14.33, 20.15, 47.03, - 63.31, + 47.336, 47.001, - 50.927, + 58.77, 51.92, 39.05, 22.31, @@ -67768,9 +67768,9 @@ 22.78, 48.7, 55.52, - 58.47, + 52.24, 50.855, - 55.9, + 52.042, 44.92, 34.89, 15.23, @@ -67933,14 +67933,14 @@ 0.0, 3.12, 18.91, - 0.0, - 46.73, - 57.35, - 61.12, - 60.66, + 36.3, + 49.3, + 50.358, + 47.109, + 46.933, 55.79, 46.9, - 16.357, + 33.82, 16.99, 2.44, 0.0, @@ -68078,10 +68078,10 @@ 2.24, 16.97, 33.78, - 41.295, + 46.53, 54.3, - 9.91, - 9.54, + 59.91, + 59.54, 55.91, 46.65, 16.82, @@ -68128,9 +68128,9 @@ 25.53, 46.43, 54.26, - 50.511, - 50.169, - 53.78, + 57.5, + 56.87, + 53.671, 44.94, 31.15, 14.18, @@ -68415,9 +68415,9 @@ 4.54, 29.91, 34.9, - 2.89, + 52.89, 56.48, - 5.67, + 55.67, 50.52, 40.87, 27.11, @@ -68582,12 +68582,12 @@ 0.0, 12.91, 30.96, - 0.0, - 4.56, - 8.72, + 45.78, + 54.56, + 58.72, 58.13, 52.15, - 0.0, + 41.48, 25.83, 8.52, 0.0, @@ -69089,7 +69089,7 @@ 10.46, 44.48, 24.15, - 0.0, + 38.34, 32.83, 33.63, 19.38, @@ -69256,7 +69256,7 @@ 0.45, 9.84, 29.68, - 26.579, + 39.03, 23.54, 3.57, 18.01, @@ -69424,9 +69424,9 @@ 19.08, 33.7, 42.83, - 0.0, - 42.668, - 0.0, + 47.33, + 47.23, + 42.18, 32.33, 18.33, 3.81, @@ -69591,10 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@@ 0.0, 0.0, 0.0, + 0.109, 0.0, 0.0, 0.0, @@ -87665,9 +87665,9 @@ "lifecycle_om_cost_after_tax": 25172.0, "lcoe_per_kwh": 0.1035 }, - "solver_seconds": 6.326, + "solver_seconds": 2.087, "ElectricUtility": { - "lifecycle_emissions_tonnes_PM25": 0.37, + "lifecycle_emissions_tonnes_PM25": 0.36, "lifecycle_emissions_tonnes_SO2": 0.46, "electric_to_load_series_kw": [ 82.847, @@ -87700,20 +87700,20 @@ 86.275, 101.91, 102.282, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, + 134.571, + 150.529, + 153.018, + 155.262, + 148.773, + 141.005, 92.886, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, + 122.258, + 138.875, + 148.481, + 157.717, + 159.61, + 120.342, + 118.804, 94.331, 88.407, 81.445, @@ -87724,9 +87724,9 @@ 82.192, 98.303, 97.822, - 115.854, - 115.854, - 115.854, + 131.023, + 147.034, + 126.393, 100.777, 96.728, 66.306, @@ -87734,11 +87734,11 @@ 92.174, 89.97, 110.673, - 115.854, - 115.854, + 138.395, + 151.93, 113.149, 112.934, - 46.443, + 96.178, 92.885, 79.984, 79.654, @@ -87748,21 +87748,21 @@ 76.172, 92.882, 93.961, - 115.854, - 115.854, - 115.854, + 127.323, + 143.905, + 120.39, 94.573, 73.67, 62.878, 55.209, 68.896, 81.217, - 98.402, - 88.154, - 105.592, - 67.213, - 66.304, - 45.357, + 106.103, + 138.154, + 155.592, + 117.213, + 116.304, + 95.357, 89.793, 74.266, 74.829, @@ -87772,21 +87772,21 @@ 72.489, 88.407, 88.627, - 115.854, - 115.854, + 122.419, + 138.453, 113.456, 86.149, 64.018, 52.235, 45.206, - 39.142, - 25.784, - 52.315, - 85.512, - 101.261, - 62.48, - 61.616, - 41.843, + 57.227, + 75.784, + 102.315, + 135.512, + 151.261, + 112.48, + 111.616, + 91.843, 87.069, 73.695, 73.686, @@ -87796,21 +87796,21 @@ 71.206, 87.546, 87.718, - 115.854, - 115.854, - 62.61, - 35.357, - 13.21, - 1.609, - 0.0, - 7.267, - 24.972, - 55.355, - 85.853, - 101.509, - 62.357, - 61.501, - 41.76, + 120.967, + 137.382, + 112.61, + 85.357, + 63.21, + 51.609, + 45.095, + 57.267, + 74.972, + 105.355, + 135.853, + 151.509, + 112.357, + 111.501, + 91.76, 86.934, 73.618, 73.736, @@ -87868,21 +87868,21 @@ 72.077, 87.945, 88.059, - 115.854, - 115.854, - 115.854, - 115.854, + 121.581, + 137.628, + 140.382, + 135.68, 74.598, 64.254, 66.821, 80.217, 87.004, 104.173, - 103.853, - 103.345, - 64.235, - 63.416, - 43.708, + 137.003, + 153.345, + 114.235, + 113.416, + 93.708, 88.592, 74.913, 74.258, @@ -87892,8 +87892,8 @@ 72.209, 88.135, 88.343, - 115.854, - 115.854, + 121.797, + 138.053, 112.547, 85.487, 65.82, @@ -87901,12 +87901,12 @@ 48.563, 109.529, 114.412, - 115.854, - 104.172, - 104.771, - 65.414, - 63.848, - 43.912, + 138.34, + 147.071, + 154.771, + 115.414, + 113.848, + 93.912, 89.555, 76.633, 76.863, @@ -87916,21 +87916,21 @@ 73.361, 88.391, 88.395, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, - 115.854, + 122.049, + 138.393, + 143.674, + 137.665, + 124.361, + 135.82, + 144.763, + 145.822, + 142.423, + 152.474, + 150.925, + 153.592, 113.942, 113.403, - 89.819, + 93.419, 88.239, 74.188, 74.03, @@ -87940,21 +87940,21 @@ 72.354, 88.275, 88.387, - 115.854, - 115.854, - 115.854, + 122.078, + 138.415, + 129.509, 112.251, 71.95, 62.273, 55.883, 66.733, 94.647, - 115.854, - 115.854, - 109.979, - 72.691, - 75.445, - 55.349, + 117.113, + 140.885, + 154.718, + 122.691, + 125.445, + 105.349, 99.061, 84.684, 85.957, @@ -87964,21 +87964,21 @@ 85.061, 99.838, 99.841, - 115.854, - 115.854, - 92.045, - 78.789, - 105.221, - 84.471, - 79.566, - 88.139, - 78.516, - 91.202, - 86.833, - 102.318, - 62.419, - 61.422, - 41.778, + 135.208, + 151.974, + 142.045, + 128.789, + 155.221, + 134.471, + 129.566, + 138.139, + 128.516, + 141.202, + 136.833, + 152.318, + 112.419, + 111.422, + 91.778, 87.152, 75.447, 79.407, @@ -87994,8 +87994,8 @@ 100.99, 58.992, 56.254, - 95.289, - 87.19, + 45.289, + 37.19, 55.228, 67.847, 93.118, @@ -88044,13 +88044,13 @@ 24.922, 1.85, 8.597, - 2.847, - 0.0, - 24.041, - 36.622, - 30.391, - 29.614, - 26.139, + 24.258, + 47.792, + 74.041, + 86.622, + 80.391, + 79.614, + 76.139, 76.251, 72.159, 72.148, @@ -88060,21 +88060,21 @@ 72.324, 88.416, 88.47, - 115.854, - 115.854, - 115.854, - 115.854, + 121.927, + 138.578, + 116.642, + 120.072, 109.847, 104.983, 76.138, 81.165, 90.555, 98.226, - 91.414, - 100.231, - 62.106, - 61.21, - 41.49, + 129.606, + 150.231, + 112.106, + 111.21, + 91.49, 87.331, 75.846, 77.562, @@ -88084,9 +88084,9 @@ 77.78, 94.604, 96.066, - 115.854, - 115.854, - 115.854, + 130.046, + 147.856, + 123.265, 97.549, 75.142, 61.011, @@ -88094,11 +88094,11 @@ 60.181, 82.667, 110.945, - 115.854, - 115.854, - 109.348, - 68.802, - 49.089, + 141.414, + 160.485, + 120.254, + 118.802, + 99.089, 94.099, 81.289, 82.571, @@ -88108,9 +88108,9 @@ 81.707, 97.738, 98.417, - 115.854, - 115.854, - 115.854, + 131.912, + 147.841, + 122.614, 95.011, 90.539, 62.684, @@ -88118,11 +88118,11 @@ 61.351, 84.026, 101.323, - 84.68, - 104.939, - 67.025, - 65.961, - 47.822, + 133.365, + 154.939, + 117.025, + 115.961, + 97.822, 95.478, 82.483, 82.073, @@ -88132,21 +88132,21 @@ 78.497, 95.687, 98.332, - 115.854, - 115.854, - 71.824, - 42.444, - 22.436, - 12.217, - 7.164, - 17.016, - 31.184, - 50.529, - 85.62, - 105.268, - 62.624, - 62.347, - 43.733, + 131.808, + 150.38, + 121.824, + 92.444, + 72.436, + 62.217, + 57.164, + 67.016, + 81.184, + 100.529, + 135.62, + 155.268, + 112.624, + 112.347, + 93.733, 90.377, 78.848, 81.024, @@ -88160,11 +88160,11 @@ 110.361, 78.436, 57.807, - 76.75, + 36.516, 25.19, - 68.076, + 19.176, 24.988, - 76.627, + 40.29, 53.059, 84.146, 101.514, @@ -88204,21 +88204,21 @@ 78.069, 93.966, 94.636, - 115.854, - 115.854, - 115.854, + 128.68, + 145.57, + 120.196, 95.18, 80.472, 69.797, 49.235, 84.951, 69.226, - 87.662, - 77.482, - 102.653, - 64.578, - 63.537, - 43.435, + 95.126, + 127.482, + 152.653, + 114.578, + 113.537, + 93.435, 88.5, 74.63, 74.069, @@ -88228,8 +88228,8 @@ 72.294, 88.79, 89.036, - 115.854, - 115.854, + 122.995, + 137.34, 113.561, 87.4, 70.567, @@ -88238,11 +88238,11 @@ 80.416, 95.019, 104.531, - 113.639, - 104.94, - 64.9, - 65.729, - 52.632, + 131.808, + 154.94, + 114.9, + 115.729, + 102.632, 101.008, 81.74, 78.349, @@ -88252,9 +88252,9 @@ 78.776, 96.328, 97.364, - 115.854, - 115.854, - 115.854, + 132.606, + 148.627, + 124.677, 98.544, 76.076, 66.502, @@ -88262,11 +88262,11 @@ 71.289, 87.359, 111.826, - 115.854, - 115.854, - 115.854, - 106.284, - 51.748, + 142.398, + 165.854, + 124.401, + 122.418, + 101.748, 97.176, 85.961, 86.017, @@ -88276,9 +88276,9 @@ 85.139, 100.093, 100.936, - 115.854, - 115.854, - 115.854, + 134.62, + 149.975, + 123.128, 94.865, 81.159, 61.843, @@ -88286,11 +88286,11 @@ 80.741, 87.339, 109.991, - 105.204, - 109.812, - 72.534, - 72.137, - 51.388, + 145.132, + 159.812, + 122.534, + 122.137, + 101.388, 95.803, 83.112, 82.672, @@ -88300,21 +88300,21 @@ 82.151, 96.722, 96.113, - 115.854, - 115.854, - 68.24, - 39.059, - 17.144, - 9.281, - 4.085, - 11.97, - 25.248, - 49.983, - 79.821, - 104.319, - 63.203, - 63.264, - 44.175, + 129.992, + 144.064, + 118.24, + 89.059, + 67.144, + 59.281, + 54.085, + 61.97, + 75.248, + 99.983, + 129.821, + 154.319, + 113.203, + 113.264, + 94.175, 89.224, 75.61, 75.419, @@ -88332,7 +88332,7 @@ 100.343, 75.856, 58.936, - 99.814, + 49.814, 55.179, 82.748, 104.159, @@ -88372,21 +88372,21 @@ 72.188, 88.059, 88.197, - 115.854, - 115.854, - 115.854, - 115.854, + 121.174, + 137.912, + 128.896, + 117.255, 98.973, 79.805, 102.164, 79.336, 79.579, - 110.589, - 76.19, - 101.288, - 62.767, - 61.836, - 42.005, + 126.141, + 126.19, + 151.288, + 112.767, + 111.836, + 92.005, 87.265, 74.027, 74.032, @@ -88396,9 +88396,9 @@ 72.067, 88.226, 88.332, - 115.854, - 115.854, - 115.854, + 121.268, + 137.106, + 125.822, 81.564, 59.81, 66.762, @@ -88406,11 +88406,11 @@ 72.975, 65.471, 90.899, - 112.315, - 100.939, - 62.422, - 61.502, - 41.788, + 122.68, + 150.939, + 112.422, + 111.502, + 91.788, 87.159, 74.002, 74.195, @@ -88420,21 +88420,21 @@ 73.197, 89.184, 89.224, - 105.563, - 105.563, - 105.563, + 122.047, + 133.717, + 107.917, 101.484, 74.203, 63.499, 54.9, 67.874, 77.399, - 105.563, - 105.563, - 105.563, - 105.563, - 70.568, - 41.978, + 108.81, + 133.577, + 151.054, + 112.497, + 111.67, + 91.978, 87.306, 74.038, 74.141, @@ -88444,21 +88444,21 @@ 72.589, 88.527, 88.75, - 105.563, - 105.563, - 105.563, - 105.563, + 121.896, + 136.796, + 118.308, + 108.189, 80.011, 69.212, 61.196, 79.482, 89.766, - 105.563, - 99.991, - 100.882, - 62.412, - 61.503, - 41.682, + 107.463, + 132.868, + 150.882, + 112.412, + 111.503, + 91.682, 86.968, 73.726, 73.835, @@ -88468,21 +88468,21 @@ 71.917, 88.119, 88.242, - 105.563, - 105.563, - 58.805, - 32.971, - 12.598, - 1.061, - 0.0, - 4.388, - 18.998, - 53.948, - 83.263, - 101.469, - 62.45, - 61.377, - 41.639, + 120.597, + 132.535, + 108.805, + 82.971, + 62.598, + 51.061, + 44.375, + 54.388, + 68.998, + 103.948, + 133.263, + 151.469, + 112.45, + 111.377, + 91.639, 86.914, 73.606, 73.829, @@ -88496,12 +88496,12 @@ 95.533, 67.704, 52.259, - 73.997, + 31.253, 19.897, - 64.465, + 14.465, 20.084, 34.383, - 97.412, + 47.412, 78.64, 102.643, 95.339, @@ -88540,8 +88540,8 @@ 72.165, 88.204, 88.462, - 105.563, - 105.563, + 121.395, + 131.394, 103.499, 73.275, 50.176, @@ -88550,11 +88550,11 @@ 39.093, 56.403, 84.066, - 105.563, - 105.563, - 94.516, - 62.326, - 42.679, + 119.995, + 152.018, + 113.421, + 112.326, + 92.679, 88.077, 74.539, 74.397, @@ -88564,8 +88564,8 @@ 72.251, 88.355, 88.397, - 105.563, - 105.563, + 121.212, + 130.188, 102.289, 71.424, 47.077, @@ -88574,11 +88574,11 @@ 40.483, 57.016, 83.956, - 105.563, - 105.563, - 89.468, - 62.519, - 42.453, + 118.671, + 149.531, + 113.717, + 112.519, + 92.453, 87.516, 74.154, 74.145, @@ -88588,8 +88588,8 @@ 72.501, 88.5, 88.781, - 105.563, - 105.563, + 121.889, + 130.46, 102.835, 74.5, 52.584, @@ -88597,12 +88597,12 @@ 31.443, 69.861, 71.205, - 105.563, - 105.563, - 105.563, - 105.563, - 69.801, - 41.839, + 109.723, + 139.5, + 151.139, + 112.444, + 111.516, + 91.839, 87.234, 73.989, 74.095, @@ -88612,20 +88612,20 @@ 72.27, 88.143, 88.284, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, + 121.158, + 137.659, + 125.777, + 110.66, + 130.658, + 115.8, + 132.411, 80.735, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, + 128.251, + 113.274, + 129.646, + 152.834, + 114.917, + 113.679, 93.86, 88.355, 76.059, @@ -88636,21 +88636,21 @@ 80.742, 95.045, 96.537, - 105.563, - 105.563, - 96.117, - 57.66, - 38.735, - 93.741, - 0.0, - 39.741, - 11.547, - 58.953, - 73.563, - 104.428, - 65.078, - 63.458, - 43.293, + 131.04, + 142.156, + 119.55, + 107.66, + 88.735, + 143.741, + 34.344, + 89.741, + 61.547, + 108.953, + 123.563, + 154.428, + 115.078, + 113.458, + 93.293, 88.072, 75.067, 75.428, @@ -88663,11 +88663,11 @@ 87.324, 95.537, 64.958, - 105.563, - 105.563, - 89.499, - 53.632, - 91.314, + 118.216, + 117.276, + 39.499, + 3.632, + 41.314, 26.873, 54.03, 77.328, @@ -88708,21 +88708,21 @@ 76.609, 91.475, 92.068, - 105.563, - 105.563, - 105.563, + 125.514, + 132.303, + 123.936, 88.28, 67.716, 83.554, 64.212, 76.5, 91.728, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, - 58.751, + 108.65, + 147.122, + 155.563, + 116.087, + 114.53, + 94.648, 89.746, 75.881, 75.366, @@ -88732,21 +88732,21 @@ 72.715, 88.98, 88.953, - 105.563, - 105.563, + 121.053, + 129.541, 103.21, 76.881, 60.406, - 105.563, + 122.783, 41.493, 54.585, 68.397, 88.98, - 105.563, - 105.563, - 105.563, - 73.801, - 44.097, + 120.241, + 148.916, + 114.573, + 113.917, + 94.097, 89.224, 75.736, 75.533, @@ -88756,8 +88756,8 @@ 73.159, 88.9, 89.048, - 105.563, - 105.563, + 121.547, + 129.585, 102.285, 74.608, 59.941, @@ -88766,11 +88766,11 @@ 77.65, 102.783, 98.101, - 105.563, - 105.563, - 102.178, - 62.722, - 42.893, + 121.716, + 149.728, + 113.853, + 112.722, + 92.893, 88.472, 75.285, 75.409, @@ -88780,21 +88780,21 @@ 73.819, 89.556, 89.724, - 105.563, - 105.563, - 105.563, + 122.284, + 134.344, + 140.434, 71.873, 76.122, 66.67, 83.654, 85.839, - 105.563, - 105.563, - 105.563, - 105.563, - 105.563, - 89.097, - 41.799, + 139.134, + 129.365, + 127.655, + 150.446, + 112.89, + 111.515, + 91.799, 87.117, 73.854, 73.981, @@ -88804,21 +88804,21 @@ 72.333, 88.533, 88.674, - 105.563, - 105.563, - 84.492, - 43.727, - 54.796, - 70.318, - 69.019, - 73.865, - 79.179, - 91.196, - 96.454, - 101.637, - 63.335, - 62.228, - 42.477, + 121.056, + 136.862, + 134.492, + 93.727, + 104.796, + 120.318, + 119.019, + 123.865, + 129.179, + 141.196, + 146.454, + 151.637, + 113.335, + 112.228, + 92.477, 87.549, 74.049, 74.135, @@ -88886,11 +88886,11 @@ 17.552, 25.536, 75.81, - 70.45, - 34.994, - 31.026, - 29.384, - 25.581, + 91.636, + 84.994, + 81.026, + 79.384, + 75.581, 76.866, 73.937, 72.4, @@ -88900,21 +88900,21 @@ 75.251, 91.581, 91.737, - 105.563, - 105.563, - 105.563, + 123.978, + 140.841, + 138.973, 99.536, - 105.563, + 123.662, 30.958, 62.338, 57.353, 69.354, 90.579, - 105.563, - 105.563, - 105.563, - 95.489, - 41.591, + 117.256, + 142.009, + 112.268, + 111.259, + 91.591, 87.032, 73.781, 73.823, @@ -88924,9 +88924,9 @@ 71.945, 87.846, 87.99, - 105.563, - 105.563, - 105.563, + 120.345, + 137.702, + 133.573, 67.622, 42.287, 28.232, @@ -88934,11 +88934,11 @@ 29.824, 56.856, 89.888, - 105.563, - 105.563, - 105.563, - 82.049, - 41.959, + 124.755, + 150.092, + 112.47, + 111.68, + 91.959, 87.224, 73.908, 73.963, @@ -88948,8 +88948,8 @@ 71.941, 87.887, 88.093, - 105.563, - 105.563, + 120.605, + 125.562, 95.649, 66.423, 43.681, @@ -88958,11 +88958,11 @@ 34.296, 66.947, 92.354, - 104.879, - 99.638, - 64.148, - 64.543, - 43.866, + 124.597, + 149.638, + 114.148, + 114.543, + 93.866, 90.412, 80.036, 80.94, @@ -88972,21 +88972,21 @@ 72.966, 89.648, 90.638, - 105.563, - 105.563, - 91.84, - 93.169, - 88.937, - 61.49, - 58.891, - 48.838, - 68.735, - 69.618, - 91.581, - 101.343, - 62.568, - 61.572, - 41.935, + 123.569, + 140.531, + 141.84, + 143.169, + 138.937, + 111.49, + 108.891, + 98.838, + 118.735, + 119.618, + 141.581, + 151.343, + 112.568, + 111.572, + 91.935, 87.624, 74.423, 74.366, @@ -89001,15 +89001,15 @@ 90.609, 64.376, 99.543, - 84.44, + 48.68, 98.98, - 105.563, + 112.591, 54.807, 57.474, - 105.563, - 105.563, - 105.563, - 105.563, + 106.884, + 109.387, + 109.458, + 108.688, 92.745, 92.401, 88.567, @@ -89023,9 +89023,9 @@ 100.193, 92.078, 83.46, - 76.171, - 67.456, - 53.021, + 45.346, + 17.456, + 15.099, 12.082, 12.852, 73.205, @@ -89044,8 +89044,8 @@ 87.251, 101.917, 101.637, - 105.563, - 105.563, + 133.833, + 136.951, 102.755, 74.866, 52.673, @@ -89054,11 +89054,11 @@ 39.098, 55.116, 78.137, - 105.563, - 105.563, - 105.563, - 76.877, - 42.52, + 109.916, + 141.635, + 112.304, + 111.531, + 92.52, 88.173, 74.737, 76.675, @@ -89068,8 +89068,8 @@ 76.749, 94.566, 97.381, - 105.563, - 105.563, + 130.09, + 129.052, 95.002, 66.029, 42.226, @@ -89079,10 +89079,10 @@ 43.554, 69.034, 104.655, - 105.563, - 63.274, - 61.641, - 42.487, + 140.1, + 112.145, + 111.641, + 92.487, 87.638, 74.219, 73.912, @@ -89092,8 +89092,8 @@ 72.06, 87.909, 88.076, - 106.805, - 106.805, + 119.849, + 120.1, 91.419, 87.514, 68.795, @@ -89101,12 +89101,12 @@ 69.85, 82.642, 103.661, - 106.805, - 106.805, - 106.805, - 106.805, - 77.885, - 42.173, + 140.22, + 144.229, + 149.106, + 113.238, + 112.052, + 92.173, 87.766, 74.715, 74.676, @@ -89116,21 +89116,21 @@ 72.657, 88.505, 88.718, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, + 120.724, + 138.83, + 137.262, + 144.447, + 118.045, + 129.696, 13.916, 28.191, 44.504, 71.139, 106.336, - 106.805, - 84.957, - 61.757, - 42.107, + 140.35, + 112.567, + 111.757, + 92.107, 87.592, 74.374, 74.525, @@ -89140,21 +89140,21 @@ 72.406, 88.551, 88.775, - 106.805, - 106.805, - 88.668, - 52.82, - 12.874, - 35.473, - 23.011, - 54.613, - 57.841, - 95.077, - 98.843, - 106.805, - 67.786, - 65.932, - 45.504, + 120.541, + 123.2, + 138.668, + 102.82, + 62.874, + 85.473, + 73.011, + 104.613, + 107.841, + 145.077, + 148.843, + 156.805, + 117.786, + 115.932, + 95.504, 90.684, 77.425, 77.528, @@ -89167,9 +89167,9 @@ 88.887, 106.552, 102.764, - 106.805, - 106.805, - 106.805, + 119.297, + 107.853, + 119.387, 96.311, 91.48, 102.939, @@ -89190,10 +89190,10 @@ 76.301, 85.249, 77.768, - 71.826, + 45.216, 54.088, 11.283, - 55.855, + 18.816, 23.175, 23.687, 25.013, @@ -89212,9 +89212,9 @@ 77.887, 93.702, 93.523, - 106.805, - 106.805, - 106.805, + 125.177, + 142.048, + 127.412, 102.138, 82.057, 51.64, @@ -89222,11 +89222,11 @@ 58.804, 53.608, 78.23, - 106.805, - 106.805, - 106.805, - 94.208, - 46.92, + 111.653, + 143.921, + 117.622, + 116.479, + 96.92, 92.575, 79.16, 78.389, @@ -89236,8 +89236,8 @@ 76.272, 92.725, 93.214, - 106.805, - 106.805, + 125.291, + 137.644, 92.601, 66.057, 45.709, @@ -89246,11 +89246,11 @@ 67.829, 51.484, 76.044, - 106.805, - 106.805, - 93.356, - 65.155, - 45.728, + 108.79, + 142.431, + 115.991, + 115.155, + 95.728, 91.423, 78.565, 78.258, @@ -89260,10 +89260,10 @@ 73.987, 89.628, 90.175, - 106.805, - 106.805, - 106.805, - 106.805, + 122.262, + 138.261, + 131.354, + 111.809, 71.906, 78.329, 51.92, @@ -89271,10 +89271,10 @@ 49.048, 71.756, 105.432, - 106.805, - 106.307, - 62.708, - 43.584, + 139.242, + 112.931, + 112.708, + 93.584, 89.277, 76.124, 75.716, @@ -89284,21 +89284,21 @@ 74.712, 90.915, 91.218, - 106.805, - 106.805, - 106.805, + 123.051, + 131.537, + 114.086, 57.849, 64.709, 27.076, 20.644, 31.667, - 8.917, - 24.516, - 58.287, - 92.699, - 66.796, - 65.526, - 45.595, + 49.075, + 74.516, + 108.287, + 142.699, + 116.796, + 115.526, + 95.595, 90.711, 77.213, 76.668, @@ -89308,21 +89308,21 @@ 73.151, 89.449, 90.525, - 106.805, - 106.805, - 32.899, - 5.918, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 22.281, - 56.408, - 91.507, - 65.742, - 64.227, - 44.522, + 122.685, + 115.435, + 82.899, + 55.918, + 35.722, + 25.614, + 20.253, + 31.465, + 47.107, + 72.281, + 106.408, + 141.507, + 115.742, + 114.227, + 94.522, 89.926, 76.527, 76.391, @@ -89335,13 +89335,13 @@ 86.294, 92.154, 88.461, - 83.168, - 85.0, + 46.966, + 35.0, 0.095, - 44.203, + 0.0, 0.0, 14.81, - 68.593, + 29.264, 63.217, 93.212, 100.585, @@ -89379,10 +89379,10 @@ 73.611, 89.734, 89.917, - 106.805, - 106.805, - 106.805, - 106.805, + 123.522, + 139.495, + 133.197, + 118.61, 90.814, 38.527, 24.856, @@ -89392,9 +89392,9 @@ 71.915, 104.885, 100.167, - 93.804, - 44.46, - 39.538, + 114.431, + 94.46, + 89.538, 76.01, 75.838, 74.027, @@ -89403,10 +89403,10 @@ 72.602, 88.756, 88.813, - 106.805, - 106.805, - 106.805, - 106.805, + 122.414, + 138.542, + 132.802, + 113.393, 58.583, 39.368, 20.374, @@ -89416,9 +89416,9 @@ 69.417, 101.889, 97.718, - 83.438, - 42.594, - 37.61, + 112.611, + 92.594, + 87.61, 74.52, 75.015, 73.098, @@ -89427,22 +89427,22 @@ 73.14, 89.976, 90.887, - 106.805, - 106.805, - 106.805, + 124.906, + 141.146, + 128.71, 100.475, 93.698, 64.162, 68.355, 105.478, - 106.805, + 113.209, 70.555, 66.133, 100.503, 96.576, - 84.298, - 42.466, - 38.087, + 111.73, + 92.466, + 88.087, 74.907, 75.005, 73.242, @@ -89451,9 +89451,9 @@ 72.219, 89.794, 91.342, - 106.805, - 106.805, - 106.805, + 125.103, + 139.96, + 117.403, 84.6, 56.556, 36.724, @@ -89461,12 +89461,12 @@ 23.159, 26.554, 43.059, - 53.64, - 61.866, - 61.043, - 63.549, - 43.996, - 39.441, + 68.95, + 111.866, + 111.043, + 113.549, + 93.996, + 89.441, 77.718, 74.415, 72.651, @@ -89475,22 +89475,22 @@ 72.476, 88.64, 88.666, - 106.805, - 106.805, - 106.805, - 36.234, - 7.128, - 0.0, - 0.0, - 0.0, - 0.0, - 2.939, - 27.112, - 57.766, - 50.347, - 64.91, - 44.456, - 39.449, + 121.699, + 136.499, + 123.646, + 86.234, + 57.128, + 40.412, + 24.703, + 28.971, + 36.342, + 52.939, + 77.112, + 107.766, + 100.347, + 114.91, + 94.456, + 89.449, 75.966, 76.105, 74.969, @@ -89505,10 +89505,10 @@ 90.676, 28.637, 8.541, - 44.946, - 42.225, 0.0, - 52.65, + 0.0, + 0.0, + 2.65, 26.153, 52.504, 79.315, @@ -89547,9 +89547,9 @@ 80.69, 91.284, 89.132, - 106.805, - 106.805, - 106.805, + 122.505, + 136.159, + 116.552, 90.91, 59.37, 42.84, @@ -89559,10 +89559,10 @@ 50.069, 72.622, 101.72, - 87.763, - 62.053, - 41.815, - 37.04, + 100.142, + 112.053, + 91.815, + 87.04, 73.647, 73.738, 72.5, @@ -89571,22 +89571,22 @@ 72.03, 88.214, 88.316, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, + 121.821, + 136.489, + 141.814, + 135.266, + 125.117, 100.984, 97.303, 95.839, 77.372, 94.042, - 106.805, - 106.805, + 108.068, + 124.045, 103.752, - 106.805, + 117.993, 98.235, - 81.805, + 93.208, 80.459, 80.714, 79.198, @@ -89595,11 +89595,11 @@ 79.12, 95.112, 95.054, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, + 127.643, + 141.443, + 141.909, + 136.905, + 112.829, 93.738, 69.253, 28.304, @@ -89608,9 +89608,9 @@ 71.516, 105.865, 101.401, - 106.805, + 119.181, 99.755, - 50.744, + 95.21, 83.376, 82.571, 80.335, @@ -89619,22 +89619,22 @@ 72.085, 87.811, 88.925, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, + 122.298, + 139.442, + 144.1, + 128.753, + 120.205, + 109.331, 73.232, 65.945, 57.345, 66.884, 82.064, 105.671, - 94.157, - 61.859, - 41.963, - 37.262, + 94.405, + 111.859, + 91.963, + 87.262, 73.961, 75.42, 76.057, @@ -89643,22 +89643,22 @@ 72.249, 90.068, 92.028, - 106.805, - 106.805, - 106.805, - 28.651, - 1.703, - 60.649, - 0.0, - 23.614, - 23.209, - 29.494, - 36.665, - 62.3, - 54.026, - 62.996, - 42.08, - 37.18, + 125.174, + 134.431, + 134.492, + 78.651, + 51.703, + 110.649, + 13.562, + 73.614, + 73.209, + 79.494, + 86.665, + 112.3, + 104.026, + 112.996, + 92.08, + 87.18, 73.981, 75.276, 75.478, @@ -89671,12 +89671,12 @@ 96.628, 68.721, 48.873, - 70.565, + 20.565, 0.865, - 37.348, - 34.543, - 42.164, - 44.684, + 0.0, + 0.0, + 0.0, + 0.0, 69.262, 81.688, 88.268, @@ -89715,9 +89715,9 @@ 73.771, 89.078, 88.676, - 106.805, - 106.805, - 106.805, + 121.73, + 133.113, + 108.246, 78.007, 52.034, 32.677, @@ -89726,11 +89726,11 @@ 29.104, 63.273, 80.315, - 106.805, - 100.327, - 65.005, - 44.906, - 39.946, + 111.211, + 102.752, + 115.005, + 94.906, + 89.946, 76.299, 76.493, 75.431, @@ -89739,11 +89739,11 @@ 74.434, 89.971, 89.311, - 106.805, - 106.805, - 106.805, - 106.805, - 106.805, + 121.85, + 132.837, + 135.627, + 124.526, + 107.723, 95.494, 19.139, 20.804, @@ -89752,9 +89752,9 @@ 70.141, 101.294, 94.577, - 93.063, - 42.344, - 38.081, + 112.879, + 92.344, + 88.081, 75.249, 74.42, 72.865, @@ -89763,9 +89763,9 @@ 72.402, 90.188, 92.18, - 106.805, - 106.805, - 106.805, + 125.891, + 136.894, + 110.314, 81.671, 57.123, 40.584, @@ -89776,9 +89776,9 @@ 67.304, 99.368, 96.291, - 106.805, - 49.339, - 43.241, + 118.228, + 98.74, + 93.241, 79.66, 80.318, 79.555, @@ -89787,9 +89787,9 @@ 79.236, 96.668, 99.221, - 106.805, - 106.805, - 106.805, + 132.367, + 142.649, + 116.528, 87.879, 64.155, 46.648, @@ -89799,10 +89799,10 @@ 53.897, 73.863, 104.156, - 67.516, - 65.734, - 43.239, - 37.723, + 95.263, + 115.734, + 93.239, + 87.723, 74.917, 77.381, 78.945, @@ -89811,22 +89811,22 @@ 81.988, 98.702, 100.492, - 106.805, - 106.805, - 106.805, - 37.506, - 13.903, - 0.0, - 0.0, - 0.0, - 0.0, - 6.954, - 30.754, - 65.765, - 55.923, - 62.934, - 42.646, - 38.759, + 133.921, + 144.518, + 118.445, + 87.506, + 63.903, + 47.742, + 30.495, + 28.325, + 38.507, + 56.954, + 80.754, + 115.765, + 105.923, + 112.934, + 92.646, + 88.759, 76.048, 75.767, 73.772, @@ -89838,14 +89838,14 @@ 86.768, 95.732, 64.032, - 83.021, + 41.721, 13.823, - 41.106, 0.0, - 23.2, - 32.005, 0.0, - 23.709, + 0.0, + 0.0, + 0.0, + 13.349, 42.324, 71.647, 93.69, @@ -89883,22 +89883,22 @@ 72.758, 88.358, 88.526, - 104.288, - 104.288, - 104.288, - 104.288, + 120.69, + 136.823, + 128.66, + 120.261, 51.583, 10.38, 0.0, 0.0, 7.003, 25.89, - 104.288, - 104.288, + 118.289, + 107.216, 91.623, - 104.288, - 53.706, - 37.335, + 112.147, + 92.008, + 87.335, 74.092, 74.048, 72.582, @@ -89907,8 +89907,8 @@ 72.331, 88.646, 88.679, - 104.288, - 104.288, + 120.84, + 128.529, 97.118, 63.569, 37.686, @@ -89919,10 +89919,10 @@ 33.19, 59.062, 92.386, - 78.529, - 62.163, - 42.454, - 37.721, + 89.372, + 112.163, + 92.454, + 87.721, 74.419, 74.546, 72.916, @@ -89931,20 +89931,20 @@ 72.398, 88.301, 88.443, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, + 120.898, + 138.506, + 143.001, + 145.706, + 137.372, + 147.346, 104.023, 38.434, 57.887, 65.15, - 104.288, + 142.768, 102.141, 95.551, - 104.288, + 117.811, 97.701, 92.754, 78.686, @@ -89955,9 +89955,9 @@ 74.035, 89.312, 89.148, - 104.288, - 104.288, - 104.288, + 121.566, + 138.733, + 113.081, 96.519, 43.706, 57.108, @@ -89968,9 +89968,9 @@ 65.317, 101.289, 91.195, - 104.288, - 85.912, - 38.624, + 113.582, + 93.437, + 88.624, 75.364, 77.905, 78.894, @@ -89979,22 +89979,22 @@ 73.371, 88.942, 89.067, - 104.288, - 104.288, - 104.288, - 86.954, - 85.839, - 32.717, - 46.142, - 65.406, - 84.601, - 81.595, - 71.72, - 93.931, - 55.856, - 64.134, - 44.273, - 40.149, + 121.459, + 128.206, + 137.903, + 136.954, + 135.839, + 82.717, + 96.142, + 115.406, + 134.601, + 131.595, + 121.72, + 143.931, + 105.856, + 114.134, + 94.273, + 90.149, 82.727, 78.578, 74.442, @@ -90004,17 +90004,17 @@ 80.484, 78.691, 90.223, - 104.288, - 104.288, + 107.972, + 108.471, 61.441, - 64.202, - 78.642, + 14.202, + 29.77, 11.433, - 58.254, - 32.428, + 8.254, + 0.0, 24.843, - 62.642, - 83.504, + 16.136, + 43.9, 75.07, 99.058, 82.89, @@ -90051,20 +90051,20 @@ 74.673, 90.73, 90.623, - 104.288, - 104.288, - 104.288, + 122.654, + 140.954, + 118.021, 87.471, - 104.288, + 114.825, 94.583, 90.539, 68.708, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, + 108.54, + 135.644, + 148.981, + 154.288, + 114.191, + 116.339, 97.463, 92.864, 79.781, @@ -90075,22 +90075,22 @@ 76.069, 92.331, 92.688, - 104.288, - 104.288, - 104.288, - 104.288, + 125.103, + 141.824, + 143.341, + 118.293, 96.42, 100.921, 50.002, - 104.288, + 123.772, 62.64, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, - 104.288, + 113.46, + 112.555, + 145.114, + 118.279, + 132.131, + 110.974, + 107.201, 94.245, 93.641, 92.199, @@ -90099,9 +90099,9 @@ 86.202, 101.807, 101.73, - 104.288, - 104.288, - 104.288, + 132.065, + 134.327, + 105.223, 78.517, 58.585, 44.101, @@ -90112,7 +90112,7 @@ 90.756, 100.402, 94.505, - 104.288, + 114.695, 94.506, 89.332, 76.162, @@ -90123,9 +90123,9 @@ 73.964, 90.796, 92.261, - 104.288, - 104.288, - 104.288, + 125.982, + 138.824, + 118.227, 76.135, 54.861, 40.533, @@ -90135,10 +90135,10 @@ 48.231, 71.136, 101.983, - 60.675, - 65.151, - 45.727, - 40.354, + 93.729, + 115.151, + 95.727, + 90.354, 76.459, 76.675, 75.563, @@ -90147,22 +90147,22 @@ 73.999, 90.219, 90.043, - 104.288, - 104.288, + 121.628, + 126.31, 97.447, - 17.24, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 18.429, - 48.73, - 41.82, - 64.522, - 46.186, - 41.235, + 67.24, + 44.12, + 29.399, + 15.828, + 19.045, + 28.638, + 46.237, + 68.429, + 98.73, + 91.82, + 114.522, + 96.186, + 91.235, 77.919, 78.016, 77.13, @@ -90175,12 +90175,12 @@ 90.218, 58.422, 40.314, - 66.601, - 50.598, - 39.347, - 57.574, - 65.125, - 71.049, + 16.601, + 0.598, + 0.0, + 7.574, + 15.125, + 21.049, 46.349, 61.282, 78.271, @@ -90219,10 +90219,10 @@ 77.3, 93.775, 93.916, - 104.288, - 104.288, - 104.288, - 104.288, + 125.291, + 130.994, + 124.267, + 105.231, 53.785, 38.775, 25.804, @@ -90232,9 +90232,9 @@ 68.337, 97.165, 91.103, - 104.288, - 59.382, - 41.893, + 114.579, + 96.905, + 91.893, 78.355, 78.491, 77.298, @@ -90243,10 +90243,10 @@ 76.149, 92.133, 92.579, - 104.288, - 104.288, - 104.288, - 104.288, + 124.316, + 125.925, + 123.033, + 107.888, 70.339, 33.545, 40.94, @@ -90256,9 +90256,9 @@ 68.176, 98.154, 96.527, - 104.288, - 52.033, - 41.325, + 113.633, + 96.002, + 91.325, 78.5, 79.249, 77.716, @@ -90267,10 +90267,10 @@ 76.365, 91.261, 90.832, - 104.288, - 104.288, - 104.288, - 104.288, + 122.428, + 141.411, + 120.149, + 116.865, 49.401, 38.067, 25.396, @@ -90278,11 +90278,11 @@ 33.396, 48.626, 71.078, - 104.288, + 109.394, 92.868, - 104.288, - 83.168, - 41.591, + 114.403, + 97.261, + 91.591, 78.113, 78.563, 77.343, @@ -90291,22 +90291,22 @@ 77.167, 93.129, 93.316, - 104.288, - 104.288, + 124.887, + 133.627, 101.641, 70.46, 67.018, - 4.542, - 0.0, - 0.0, - 0.0, - 16.272, - 26.017, - 60.66, - 40.014, - 64.08, - 47.582, - 42.965, + 23.968, + 13.712, + 17.451, + 22.692, + 66.272, + 76.017, + 110.66, + 90.014, + 114.08, + 97.582, + 92.965, 79.726, 79.631, 77.242, @@ -90315,22 +90315,22 @@ 73.394, 89.262, 89.339, - 104.288, - 104.288, + 121.178, + 121.916, 91.346, - 10.704, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 3.633, - 35.859, - 33.326, - 58.339, - 41.698, - 37.104, + 60.704, + 34.437, + 16.084, + 1.692, + 2.385, + 9.439, + 26.684, + 53.633, + 85.859, + 83.326, + 108.339, + 91.698, + 87.104, 73.82, 73.841, 72.404, @@ -90341,13 +90341,13 @@ 76.196, 85.564, 83.098, - 75.14, - 74.91, + 47.288, + 24.91, + 0.0, + 0.0, 0.0, 0.0, - 17.818, 0.0, - 5.734, 0.0, 7.267, 34.744, @@ -90387,8 +90387,8 @@ 72.202, 88.003, 88.144, - 104.288, - 104.288, + 119.935, + 119.015, 90.618, 64.293, 42.865, @@ -90398,11 +90398,11 @@ 18.61, 34.103, 97.318, - 104.288, - 102.67, - 59.649, - 43.543, - 38.958, 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26.989, + 33.341, + 35.957, + 61.174, + 90.954, + 86.116, + 109.468, + 93.579, + 88.541, 75.493, 75.936, 74.775, @@ -90677,16 +90677,16 @@ 78.138, 84.832, 80.343, - 95.654, - 75.95, - 56.163, - 65.61, - 95.263, - 71.279, - 58.956, + 46.943, + 29.42, + 6.163, + 15.61, + 45.263, + 21.279, + 8.956, 77.937, 92.837, - 95.654, + 97.913, 78.296, 91.7, 80.265, @@ -90723,8 +90723,8 @@ 74.294, 90.516, 90.71, - 95.654, - 95.654, + 121.64, + 121.176, 87.165, 59.153, 35.072, @@ -90736,9 +90736,9 @@ 56.52, 89.049, 84.339, - 95.654, - 89.297, - 41.311, + 109.221, + 96.042, + 91.311, 77.765, 77.542, 76.055, @@ -90747,8 +90747,8 @@ 74.889, 90.823, 90.713, - 95.654, - 95.654, + 119.572, + 116.657, 88.519, 60.797, 37.133, @@ -90760,9 +90760,9 @@ 59.249, 90.059, 84.241, - 95.654, - 92.714, - 41.881, + 110.864, + 96.845, + 91.881, 79.125, 79.069, 77.105, @@ -90771,8 +90771,8 @@ 75.596, 91.097, 91.013, - 95.654, - 95.654, + 119.816, + 117.34, 89.78, 66.528, 47.179, @@ -90782,11 +90782,11 @@ 27.31, 42.595, 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60.022, + 88.681, + 80.899, + 107.034, + 94.597, + 89.547, 75.874, 75.449, 73.634, @@ -90987,22 +90987,22 @@ 72.688, 88.925, 88.468, - 95.654, - 95.654, + 116.393, + 111.166, 81.859, - 4.992, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 0.0, - 6.29, - 34.857, - 27.946, - 53.281, - 41.991, - 37.525, + 54.992, + 34.552, + 20.979, + 9.332, + 14.866, + 22.77, + 33.458, + 56.29, + 84.857, + 77.946, + 103.281, + 91.991, + 87.525, 74.844, 74.544, 72.648, @@ -91013,16 +91013,16 @@ 75.695, 81.074, 74.945, - 93.284, - 78.4, + 43.284, + 28.4, 8.401, 0.0, - 36.201, 0.0, - 38.963, + 0.0, + 0.0, 0.0, 13.577, - 71.582, + 36.214, 61.945, 87.119, 79.088, @@ -91059,8 +91059,8 @@ 74.778, 89.821, 88.785, - 95.654, - 95.654, + 116.037, + 126.067, 85.074, 61.253, 43.154, @@ -91072,9 +91072,9 @@ 64.738, 93.794, 86.025, - 95.654, - 95.654, - 65.619, + 110.885, + 99.268, + 93.699, 80.068, 80.387, 79.241, @@ -91083,8 +91083,8 @@ 79.345, 95.11, 94.246, - 95.654, - 95.654, + 121.774, + 116.522, 88.979, 65.604, 46.976, @@ 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94.227, - 94.227, - 94.227, - 82.834, - 82.834, - 44.562, + 119.448, + 113.847, + 101.315, + 85.301, + 39.345, + 27.513, 15.797, 19.595, 22.967, 38.488, 60.73, - 85.241, + 113.684, 79.612, - 82.834, - 82.834, - 82.834, + 105.838, + 96.941, + 91.311, 77.746, 77.769, 75.88, @@ -91419,22 +91419,22 @@ 74.61, 91.082, 91.539, - 94.227, - 94.227, - 94.227, - 82.834, - 82.834, - 82.834, + 118.424, + 113.65, + 126.957, + 118.978, + 100.38, + 84.164, 12.737, 19.419, 26.421, 76.633, - 85.241, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, + 88.814, + 115.247, + 94.844, + 107.376, + 99.244, + 94.214, 81.041, 81.449, 79.509, @@ -91443,22 +91443,22 @@ 78.202, 94.205, 93.785, - 94.227, - 94.227, - 94.227, - 82.834, - 82.834, - 82.834, - 82.834, + 119.79, + 115.045, + 136.376, + 132.834, + 123.832, + 88.833, + 58.176, 55.851, 52.242, 64.383, 64.964, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, + 93.226, + 94.137, + 109.493, + 100.098, + 94.158, 80.291, 80.118, 78.891, @@ -91467,22 +91467,22 @@ 78.023, 93.853, 93.729, - 94.227, - 94.227, - 94.227, - 82.834, - 82.834, + 121.062, + 115.928, + 130.798, + 124.865, + 102.083, 79.043, 70.592, - 85.241, - 85.241, - 85.241, - 85.241, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, + 104.503, + 105.331, + 117.02, + 116.302, + 135.241, + 103.553, + 104.353, + 96.168, + 91.392, 78.279, 78.632, 77.166, @@ -91491,22 +91491,22 @@ 77.549, 93.828, 93.105, - 94.227, - 94.227, - 94.227, - 82.834, - 82.834, - 82.834, + 119.699, + 114.2, + 135.406, + 131.296, + 109.673, + 105.285, 10.597, 18.07, 25.218, 38.997, 59.644, - 85.241, + 88.644, 78.455, - 82.834, - 82.834, - 82.834, + 105.488, + 97.204, + 92.068, 78.52, 78.46, 76.979, @@ -91516,17 +91516,17 @@ 78.748, 79.118, 83.273, - 94.227, - 94.227, + 104.086, + 96.797, 87.421, - 82.562, + 32.562, 47.667, - 70.335, + 20.335, + 0.0, + 0.0, 0.0, - 39.429, - 41.458, 13.331, - 86.602, + 36.602, 61.718, 88.263, 83.687, @@ -91561,35 +91561,35 @@ 78.871, 79.275, 79.366, - 94.227, - 94.227, - 94.227, - 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46.914, @@ -91646,21 +91646,21 @@ 30.684, 42.698, 64.778, - 85.241, + 93.283, 84.313, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 111.436, + 102.922, + 97.268, + 84.163, + 84.597, 83.408, 83.304, 83.271, 82.741, - 94.227, - 94.227, - 94.227, - 94.227, + 98.418, + 97.652, + 124.808, + 120.481, 93.432, 70.249, 52.304, @@ -91670,13 +91670,13 @@ 34.406, 46.107, 67.798, - 85.241, + 95.39, 84.159, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 111.823, + 104.553, + 98.914, + 85.38, + 85.206, 82.995, 82.845, 83.156, @@ -91688,11 +91688,11 @@ 70.841, 55.341, 17.699, - 54.54, + 4.54, + 0.0, + 0.0, 0.0, 0.0, - 44.113, - 44.912, 17.858, 40.923, 66.092, @@ -91729,11 +91729,11 @@ 79.17, 79.897, 80.333, - 94.227, - 94.227, - 94.227, - 94.227, - 94.227, + 95.806, + 94.732, + 120.88, + 118.287, + 101.088, 72.425, 50.203, 37.166, @@ -91742,21 +91742,21 @@ 28.628, 41.434, 63.039, - 85.241, + 90.961, 83.258, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 108.801, + 101.765, + 96.695, + 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94.227, - 94.227, - 94.227, + 99.022, + 98.657, + 126.056, + 121.76, + 94.407, 69.094, 62.644, 44.722, @@ -91838,13 +91838,13 @@ 45.935, 49.784, 70.628, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 100.827, + 93.256, + 112.042, + 105.769, + 100.221, + 85.839, + 84.999, 82.862, 82.759, 82.439, @@ -91856,15 +91856,15 @@ 53.476, 40.435, 20.714, - 57.109, + 7.109, 0.0, - 43.895, 0.0, 0.0, - 24.304, + 0.0, + 18.868, 40.498, 65.564, - 94.227, + 94.415, 91.539, 90.375, 85.739, @@ -91897,10 +91897,10 @@ 81.211, 81.07, 81.175, - 94.227, - 94.227, - 94.227, - 94.227, + 97.291, + 96.751, + 124.3, + 120.019, 93.769, 70.858, 56.325, @@ -91910,22 +91910,22 @@ 44.663, 50.893, 69.527, - 85.241, + 94.022, 84.429, - 82.834, - 82.834, - 82.834, + 109.52, + 101.602, + 96.055, 82.065, 81.561, 79.517, 79.401, 79.667, 80.491, - 94.227, - 94.227, - 94.227, - 94.227, - 94.227, + 97.397, + 97.026, + 124.942, + 124.836, + 96.273, 75.424, 54.436, 40.519, @@ -91934,22 +91934,22 @@ 32.858, 45.744, 65.542, - 85.241, + 91.386, 82.097, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 108.532, + 101.51, + 96.6, + 83.664, + 84.161, 82.45, 82.166, 81.785, 81.404, - 94.227, - 94.227, - 94.227, - 94.227, - 94.227, + 97.255, + 96.386, + 124.864, + 122.404, + 96.555, 73.261, 52.915, 39.681, @@ -91958,47 +91958,47 @@ 32.75, 44.95, 65.469, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 91.621, + 100.652, + 114.892, + 105.44, + 99.792, + 85.264, + 84.172, 81.873, 81.511, 81.367, 81.097, - 94.227, - 94.227, - 94.227, - 94.227, - 94.227, - 82.834, - 82.834, - 82.834, + 96.858, + 97.056, + 126.863, + 144.227, + 135.425, + 126.703, + 111.085, + 91.474, 18.958, 23.286, 28.782, 42.711, 63.761, - 85.241, + 90.664, 80.756, - 82.834, - 82.834, - 82.834, + 107.807, + 100.673, + 94.69, 80.814, 81.487, 80.171, 79.793, 79.21, 78.601, - 94.227, + 94.403, 93.169, - 94.227, - 94.227, - 94.227, - 82.834, + 121.433, + 119.034, + 124.124, + 111.175, 44.089, 30.706, 19.059, @@ -92006,13 +92006,13 @@ 29.405, 42.291, 63.182, - 85.241, - 85.241, - 82.834, - 82.834, - 82.834, - 82.834, - 82.834, + 97.121, + 85.348, + 112.156, + 104.463, + 99.614, + 86.214, + 86.016, 84.358, 83.811, 82.955, @@ -92024,12 +92024,12 @@ 55.497, 53.565, 30.126, - 60.455, + 10.455, 4.369, 11.334, - 62.174, - 62.161, - 74.289, + 12.174, + 12.161, + 32.059, 86.211, 82.787, 99.431, @@ -92067,10 +92067,10 @@ 79.455, 95.457, 94.864, - 101.317, - 101.317, - 101.317, - 91.155, + 126.928, + 145.008, + 119.951, + 99.014, 54.131, 39.749, 27.463, @@ -92078,11 +92078,11 @@ 34.776, 48.039, 68.449, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 94.989, + 84.868, + 111.802, + 103.604, + 97.871, 84.661, 85.124, 82.37, @@ -92115,22 +92115,22 @@ 81.648, 97.993, 97.756, - 101.317, - 101.317, - 101.317, - 91.155, + 126.532, + 123.949, + 117.102, + 94.022, 49.653, 35.149, 22.57, 23.797, 55.353, 54.156, - 75.167, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 91.487, + 125.167, + 101.576, + 108.298, + 101.075, + 96.191, 82.729, 82.795, 81.645, @@ -92139,9 +92139,9 @@ 81.948, 97.876, 97.983, - 101.317, - 101.317, - 101.317, + 127.9, + 148.599, + 125.472, 69.318, 47.066, 31.928, @@ -92149,12 +92149,12 @@ 22.777, 29.45, 42.427, - 75.167, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 92.504, + 91.142, + 83.069, + 112.08, + 103.898, + 97.964, 84.66, 84.849, 83.547, @@ -92163,10 +92163,10 @@ 84.213, 100.43, 100.163, - 101.317, - 101.317, - 101.317, - 91.155, + 132.984, + 147.131, + 122.13, + 109.89, 60.719, 37.18, 30.774, @@ -92174,11 +92174,11 @@ 32.374, 72.453, 64.629, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 93.928, + 83.744, + 112.27, + 105.604, + 99.712, 85.628, 85.424, 84.152, @@ -92189,15 +92189,15 @@ 88.933, 95.323, 90.878, - 101.317, - 93.029, - 71.099, + 102.841, + 43.029, + 21.099, 94.5, - 38.486, + 0.0, 60.797, - 42.887, 0.0, - 66.236, + 0.0, + 16.353, 64.2, 84.034, 92.744, @@ -92213,7 +92213,7 @@ 84.359, 94.458, 97.106, - 101.317, + 101.67, 81.844, 68.391, 67.983, @@ -92235,33 +92235,33 @@ 83.531, 99.418, 98.523, - 101.317, - 101.317, - 101.317, - 91.155, - 91.155, + 130.734, + 151.317, + 144.524, + 141.155, + 102.513, 63.794, 55.408, 28.455, 36.248, 48.292, 68.971, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 96.037, + 86.061, + 111.646, + 104.174, + 99.761, 87.34, 88.13, 86.865, 86.317, 86.234, 86.579, - 101.317, + 102.087, 101.227, - 101.317, - 101.317, - 101.317, + 131.061, + 130.116, + 104.097, 79.502, 58.446, 41.323, @@ -92270,11 +92270,11 @@ 35.414, 46.265, 67.236, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 94.938, + 84.772, + 112.775, + 104.491, + 98.811, 85.579, 87.179, 86.519, @@ -92283,9 +92283,9 @@ 85.387, 101.27, 101.046, - 101.317, - 101.317, - 101.317, + 131.43, + 131.867, + 104.034, 78.572, 56.961, 41.211, @@ -92294,11 +92294,11 @@ 35.903, 48.208, 68.491, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 95.541, + 84.849, + 113.165, + 104.885, + 98.836, 85.664, 86.454, 85.243, @@ -92307,22 +92307,22 @@ 82.707, 98.568, 99.059, - 101.317, - 101.317, - 101.317, - 91.155, + 130.102, + 129.479, + 108.275, + 95.989, 53.385, 38.683, 26.086, 29.394, 35.118, 58.228, - 75.167, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 89.823, + 104.524, + 83.525, + 109.978, + 101.049, + 95.909, 82.661, 82.922, 81.827, @@ -92331,9 +92331,9 @@ 81.508, 98.131, 97.909, - 101.317, - 101.317, - 101.317, + 127.841, + 138.529, + 121.764, 70.754, 49.934, 35.346, @@ -92342,11 +92342,11 @@ 29.278, 42.286, 64.301, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 92.966, + 82.982, + 110.89, + 102.706, + 96.628, 83.196, 83.582, 82.266, @@ -92358,12 +92358,12 @@ 91.185, 87.485, 56.412, - 82.886, + 40.527, 19.414, - 54.675, - 43.873, + 4.675, + 0.0, + 0.0, 0.0, - 46.003, 0.0, 17.629, 39.857, @@ -92403,22 +92403,22 @@ 83.288, 98.277, 97.918, - 101.317, - 101.317, - 101.317, - 91.155, - 91.155, - 54.076, + 128.093, + 137.618, + 133.076, + 95.55, + 107.387, + 35.68, 23.865, 26.568, 32.68, 45.858, 67.062, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 95.351, + 85.575, + 113.688, + 106.357, + 101.318, 86.675, 86.117, 84.65, @@ -92427,10 +92427,10 @@ 82.807, 99.251, 98.369, - 101.317, - 101.317, - 101.317, - 91.155, + 127.473, + 127.13, + 117.318, + 91.186, 51.753, 36.611, 23.542, @@ -92438,11 +92438,11 @@ 33.775, 46.604, 67.874, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 95.447, + 84.894, + 114.015, + 105.723, + 100.584, 86.98, 86.783, 84.983, @@ -92451,9 +92451,9 @@ 83.202, 98.751, 98.732, - 101.317, - 101.317, - 101.317, + 129.517, + 132.038, + 111.341, 84.243, 77.377, 78.795, @@ -92461,23 +92461,23 @@ 42.866, 51.972, 66.425, - 75.167, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 85.378, + 112.775, + 91.598, + 123.692, + 106.299, + 101.513, 88.093, 88.163, 86.403, 86.3, 85.661, 85.021, - 101.317, - 101.317, - 101.317, - 101.317, - 101.317, + 101.59, + 102.284, + 132.175, + 133.218, + 108.912, 85.373, 65.056, 79.122, @@ -92485,36 +92485,36 @@ 38.205, 41.284, 55.314, - 75.167, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 76.538, + 103.996, + 88.719, + 114.712, + 106.264, + 101.589, 88.233, 88.266, 86.834, 86.741, 86.157, 85.486, - 101.317, - 101.317, - 101.317, - 101.317, - 101.317, - 91.155, - 91.155, - 91.155, - 91.155, - 75.167, - 75.167, + 101.512, + 101.703, + 131.833, + 132.733, + 140.336, + 135.868, + 123.305, + 109.88, + 94.471, + 95.628, + 95.36, 48.304, 70.932, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 100.589, + 86.337, + 114.066, + 105.858, + 100.058, 85.996, 85.794, 84.266, @@ -92529,8 +92529,8 @@ 96.221, 75.891, 61.696, - 67.662, - 83.359, + 17.662, + 39.489, 58.135, 59.56, 63.104, @@ -92552,7 +92552,7 @@ 69.58, 55.157, 71.918, - 61.229, + 24.76, 0.0, 0.0, 0.0, @@ -92571,9 +92571,9 @@ 84.209, 100.192, 101.113, - 101.317, - 101.317, - 101.317, + 132.045, + 131.462, + 102.628, 75.019, 52.533, 37.09, @@ -92582,35 +92582,35 @@ 32.12, 45.528, 66.706, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, 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75.167, - 91.155, - 91.155, - 91.155, + 99.09, + 86.727, + 115.581, + 106.217, + 101.639, 88.608, 88.781, 87.138, 86.908, 86.854, 86.289, - 101.317, - 101.317, - 101.317, - 101.317, - 101.317, + 101.724, + 102.923, + 134.238, + 134.396, + 108.401, 85.338, 66.088, 51.442, @@ -92678,11 +92678,11 @@ 41.429, 50.197, 70.867, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 98.215, + 88.318, + 114.959, + 104.984, + 99.944, 86.646, 86.87, 85.773, @@ -92698,11 +92698,11 @@ 29.744, 15.668, 3.877, - 48.121, + 0.0, 2.98, - 54.801, - 71.818, - 80.475, + 4.801, + 25.129, + 46.967, 71.705, 99.183, 92.893, @@ -92737,24 +92737,24 @@ 84.669, 84.529, 85.035, - 101.317, - 101.317, - 101.317, - 101.317, - 101.317, - 91.155, - 91.155, + 101.621, + 101.958, + 133.284, + 145.789, + 139.963, + 129.304, + 103.659, 79.794, - 91.155, + 116.446, 48.028, 62.633, 51.141, 72.45, - 75.167, - 75.167, - 91.155, - 91.155, - 91.155, + 98.842, + 90.262, + 116.654, + 106.416, + 101.292, 86.677, 85.412, 83.18, @@ -92763,8 +92763,8 @@ 81.876, 97.649, 97.165, - 112.36, - 112.36, + 127.356, + 141.525, 111.71, 85.543, 67.689, @@ -92776,7 +92776,7 @@ 77.735, 101.508, 89.718, - 107.877, + 113.81, 102.456, 96.112, 82.17, @@ -92787,8 +92787,8 @@ 81.87, 98.054, 98.798, - 112.36, - 112.36, + 130.146, + 132.248, 107.666, 82.433, 61.221, @@ -92800,7 +92800,7 @@ 80.417, 108.109, 91.648, - 107.877, + 116.069, 106.173, 101.393, 88.116, @@ -92811,20 +92811,20 @@ 86.726, 102.335, 102.046, - 112.36, - 112.36, - 112.36, - 107.877, + 132.771, + 134.144, + 127.474, + 126.891, 58.461, 43.998, 30.313, 33.154, 39.156, 104.888, - 112.36, - 112.36, + 113.65, + 127.562, 100.871, - 107.877, + 115.32, 101.704, 95.798, 82.052, @@ -92835,11 +92835,11 @@ 82.747, 99.067, 99.541, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, + 130.829, + 131.732, + 134.166, + 115.88, + 109.66, 103.922, 77.284, 89.76, @@ -92848,7 +92848,7 @@ 108.341, 102.497, 89.827, - 107.877, + 115.537, 101.76, 95.752, 82.052, @@ -92907,20 +92907,20 @@ 83.16, 98.953, 99.102, - 112.36, - 112.36, - 112.36, - 107.877, + 130.604, + 133.369, + 149.846, + 133.878, 53.473, 97.199, 97.011, 105.829, 105.847, 111.85, - 112.36, - 112.36, + 131.578, + 143.647, 90.454, - 107.877, + 118.957, 106.173, 101.332, 88.881, @@ -92931,20 +92931,20 @@ 88.016, 105.196, 105.655, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, - 107.877, + 137.278, + 140.281, + 155.598, + 146.533, + 149.271, + 142.872, 86.328, 85.34, 86.64, 93.787, 79.418, - 112.36, + 140.952, 106.661, - 107.877, + 120.778, 106.712, 101.233, 88.484, @@ -92955,10 +92955,10 @@ 88.78, 104.488, 105.055, - 112.36, - 112.36, - 112.36, - 107.877, + 137.896, + 142.499, + 148.797, + 123.499, 64.853, 50.57, 34.879, @@ -92968,7 +92968,7 @@ 80.695, 108.481, 91.489, - 107.877, + 119.269, 106.207, 100.822, 85.55, @@ -92979,10 +92979,10 @@ 82.117, 98.041, 99.078, - 112.36, - 112.36, - 112.36, - 107.877, + 132.341, + 135.002, + 123.508, + 135.835, 107.015, 42.907, 30.159, @@ -92992,7 +92992,7 @@ 74.962, 103.368, 91.037, - 107.877, + 117.722, 103.39, 97.257, 82.921, @@ -93003,8 +93003,8 @@ 81.998, 99.094, 100.53, - 112.36, - 112.36, + 133.511, + 136.045, 108.776, 83.461, 63.329, @@ -93016,7 +93016,7 @@ 77.719, 106.324, 92.938, - 107.877, + 120.455, 106.381, 101.557, 88.479, @@ -93075,8 +93075,8 @@ 86.787, 102.081, 102.365, - 112.36, - 112.36, + 134.813, + 136.875, 107.58, 80.257, 57.914, @@ -93088,7 +93088,7 @@ 71.339, 103.112, 93.492, - 107.877, + 120.407, 106.126, 101.432, 88.029, @@ -93099,8 +93099,8 @@ 85.017, 101.659, 102.422, - 112.36, - 112.36, + 134.857, + 136.948, 108.109, 80.524, 58.456, @@ -93112,7 +93112,7 @@ 78.169, 108.38, 95.241, - 107.877, + 121.991, 107.459, 102.556, 89.238, @@ -93123,8 +93123,8 @@ 87.427, 102.99, 104.352, - 112.36, - 112.36, + 136.666, + 139.837, 109.828, 83.1, 62.876, @@ -93136,8 +93136,8 @@ 81.05, 111.331, 96.462, - 107.877, - 107.877, + 123.096, + 108.197, 103.369, 89.829, 89.861, @@ -93147,9 +93147,9 @@ 87.992, 103.737, 104.745, - 112.36, - 112.36, - 112.36, + 137.876, + 141.663, + 113.477, 85.204, 61.752, 46.466, @@ -93160,7 +93160,7 @@ 77.693, 108.754, 95.74, - 107.877, + 121.699, 106.585, 101.437, 88.233, @@ -93171,8 +93171,8 @@ 85.111, 102.03, 103.278, - 112.36, - 112.36, + 136.167, + 138.364, 108.093, 79.03, 56.286, @@ -93184,7 +93184,7 @@ 75.246, 105.73, 94.563, - 107.877, + 120.498, 105.455, 99.312, 84.878, @@ -93243,8 +93243,8 @@ 82.736, 99.122, 100.093, - 112.36, - 112.36, + 132.782, + 136.519, 109.402, 83.192, 61.77, @@ -93254,9 +93254,9 @@ 36.087, 51.053, 74.379, - 112.36, + 123.568, 104.706, - 107.877, + 121.307, 104.955, 99.097, 85.396, @@ -93267,11 +93267,11 @@ 82.417, 98.619, 98.538, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, + 130.702, + 135.088, + 144.126, + 131.976, + 112.662, 41.861, 27.511, 30.347, @@ -93280,7 +93280,7 @@ 77.228, 108.086, 97.907, - 107.877, + 122.374, 105.922, 99.98, 84.709, @@ -93291,12 +93291,12 @@ 83.481, 99.205, 99.589, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, - 107.877, + 132.267, + 137.476, + 140.542, + 130.147, + 138.116, + 113.611, 76.617, 28.731, 36.916, @@ -93304,7 +93304,7 @@ 75.44, 107.766, 97.593, - 107.877, + 122.224, 104.515, 99.63, 86.526, @@ -93315,10 +93315,10 @@ 84.751, 100.155, 100.493, - 112.36, - 112.36, - 112.36, - 107.877, + 133.552, + 139.291, + 146.543, + 121.103, 59.433, 45.228, 33.197, @@ -93328,7 +93328,7 @@ 79.633, 110.8, 98.297, - 107.877, + 122.751, 106.239, 101.561, 88.409, @@ -93339,10 +93339,10 @@ 87.353, 103.581, 103.761, - 112.36, - 112.36, - 112.36, - 107.877, + 135.878, + 140.345, + 137.899, + 115.005, 64.928, 47.315, 34.544, @@ -93352,7 +93352,7 @@ 78.075, 109.531, 99.22, - 107.877, + 122.811, 105.165, 99.76, 85.375, @@ -93366,7 +93366,7 @@ 97.339, 101.787, 108.735, - 112.36, + 113.561, 100.39, 70.227, 47.34, @@ -93411,9 +93411,9 @@ 82.556, 98.805, 99.014, - 112.36, - 112.36, - 112.36, + 131.304, + 139.587, + 131.623, 84.836, 61.724, 43.189, @@ -93422,9 +93422,9 @@ 40.394, 55.24, 104.766, - 112.36, + 136.921, 101.514, - 107.877, + 123.979, 105.948, 100.14, 85.39, @@ -93435,20 +93435,20 @@ 82.843, 99.671, 100.246, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, - 107.877, - 107.877, - 112.36, - 112.36, - 112.36, - 112.36, - 112.36, - 112.36, - 107.877, + 132.288, + 140.786, + 125.879, + 119.75, + 144.684, + 145.711, + 125.37, + 140.209, + 137.378, + 141.509, + 149.819, + 162.36, + 114.603, + 124.939, 105.63, 100.615, 87.102, @@ -93459,20 +93459,20 @@ 83.218, 98.845, 99.127, - 112.36, - 112.36, - 112.36, - 107.877, - 107.877, - 107.877, + 131.303, + 150.382, + 135.154, + 144.968, + 157.877, + 131.637, 90.179, - 112.36, - 112.36, + 126.085, + 121.514, 110.404, - 112.36, - 112.36, - 112.36, - 107.877, + 136.048, + 123.661, + 114.065, + 125.379, 106.253, 101.635, 87.412, @@ -93483,20 +93483,20 @@ 82.686, 98.356, 98.153, - 112.36, - 112.36, - 112.36, - 107.877, + 130.35, + 140.351, + 137.472, + 120.304, 67.05, 100.592, 34.132, 110.027, - 112.36, - 112.36, - 112.36, - 112.36, + 112.533, + 127.765, + 152.472, + 114.235, 103.282, - 107.877, + 124.114, 102.308, 96.256, 82.699, @@ -93507,8 +93507,8 @@ 81.761, 98.358, 99.547, - 116.915, - 116.915, + 133.212, + 139.687, 112.684, 84.382, 60.146, @@ -93518,11 +93518,11 @@ 44.683, 60.134, 84.961, - 116.915, + 117.611, 104.155, - 93.174, - 93.174, - 93.174, + 125.132, + 106.155, + 101.324, 87.689, 86.95, 85.331, @@ -93603,8 +93603,8 @@ 82.344, 97.748, 97.678, - 116.915, - 116.915, + 130.682, + 137.722, 109.824, 82.284, 59.661, @@ -93616,9 +93616,9 @@ 79.799, 112.084, 105.945, - 93.174, - 93.174, - 93.174, + 125.734, + 105.915, + 101.225, 87.606, 87.185, 85.447, @@ -93627,8 +93627,8 @@ 86.611, 103.037, 102.994, - 116.915, - 116.915, + 134.434, + 142.449, 114.301, 87.643, 75.952, @@ -93640,9 +93640,9 @@ 82.381, 114.192, 106.7, - 93.174, - 93.174, - 93.174, + 126.308, + 106.695, + 101.765, 88.75, 88.95, 87.199, @@ -93651,8 +93651,8 @@ 87.507, 103.318, 103.728, - 116.915, - 116.915, + 136.559, + 143.815, 116.261, 88.32, 66.817, @@ -93662,11 +93662,11 @@ 57.508, 67.709, 90.514, - 116.915, + 120.283, 108.249, - 93.174, - 93.174, - 93.174, + 126.463, + 105.899, + 100.305, 86.797, 86.97, 85.385, @@ -93675,10 +93675,10 @@ 86.753, 103.463, 104.028, - 116.915, - 116.915, - 116.915, - 93.174, + 136.926, + 144.414, + 119.923, + 93.224, 73.133, 60.942, 49.785, @@ -93686,11 +93686,11 @@ 55.985, 70.216, 91.783, - 116.915, + 123.23, 108.604, - 93.174, - 93.174, - 93.174, + 126.031, + 105.287, + 99.765, 86.668, 87.202, 86.075, @@ -93747,10 +93747,10 @@ 83.694, 98.996, 98.421, - 116.915, - 116.915, - 116.915, - 93.174, + 131.322, + 143.783, + 122.071, + 93.936, 72.37, 51.466, 38.439, @@ -93758,11 +93758,11 @@ 49.368, 63.38, 89.605, - 116.915, + 123.504, 110.664, - 93.174, - 93.174, - 93.174, + 125.583, + 105.735, + 100.201, 86.573, 86.547, 84.586, @@ -93771,22 +93771,22 @@ 82.001, 98.788, 100.562, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, - 93.174, - 116.915, - 116.915, - 116.915, - 116.915, - 116.915, + 134.255, + 152.254, + 140.457, + 128.6, + 113.318, + 106.6, + 135.054, + 125.602, + 136.052, + 117.446, + 132.12, + 152.135, 115.962, - 93.174, - 93.174, - 93.174, + 125.599, + 106.029, + 101.156, 86.509, 85.663, 84.575, @@ -93795,22 +93795,22 @@ 83.876, 100.048, 101.171, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, + 134.708, + 150.221, + 139.241, + 118.854, + 94.707, 67.681, 75.104, 71.808, 60.892, 77.031, 102.529, - 116.915, + 145.641, 113.823, - 93.174, - 93.174, - 93.174, + 125.516, + 105.554, + 100.184, 86.572, 86.727, 85.236, @@ -93819,22 +93819,22 @@ 84.105, 100.148, 100.579, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, - 93.174, - 116.915, - 116.915, - 116.915, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 133.293, + 150.835, + 140.33, + 134.459, + 121.246, + 121.992, + 143.174, + 123.215, + 146.014, + 145.05, + 156.536, + 166.915, + 121.399, + 125.554, + 105.825, + 100.762, 87.286, 87.83, 86.986, @@ -93843,9 +93843,9 @@ 84.68, 100.12, 100.284, - 116.915, - 116.915, - 116.915, + 133.864, + 143.779, + 116.918, 86.709, 62.027, 46.472, @@ -93854,11 +93854,11 @@ 43.175, 92.093, 112.566, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 152.356, + 121.63, + 125.71, + 106.248, + 101.89, 88.575, 88.339, 86.796, @@ -93871,7 +93871,7 @@ 107.462, 85.214, 89.919, - 82.086, + 32.569, 62.649, 104.476, 63.678, @@ -93915,8 +93915,8 @@ 84.894, 100.808, 100.749, - 116.915, - 116.915, + 133.01, + 142.546, 115.717, 87.636, 65.474, @@ -93926,11 +93926,11 @@ 44.918, 60.917, 86.642, - 116.915, + 119.571, 112.648, - 93.174, - 93.174, - 93.174, + 122.984, + 102.469, + 97.618, 84.316, 84.406, 82.936, @@ -93939,8 +93939,8 @@ 82.1, 97.989, 97.861, - 116.915, - 116.915, + 131.046, + 141.218, 114.511, 86.985, 65.165, @@ -93950,11 +93950,11 @@ 54.685, 70.099, 91.529, - 116.915, + 122.9, 113.663, - 93.174, - 93.174, - 93.174, + 122.811, + 101.756, + 96.294, 82.789, 82.354, 79.813, @@ -93963,8 +93963,8 @@ 78.942, 95.456, 95.883, - 116.915, - 116.915, + 128.416, + 138.945, 113.001, 85.919, 64.504, @@ -93974,11 +93974,11 @@ 58.25, 69.653, 93.859, - 116.915, + 124.258, 110.502, - 93.174, - 93.174, - 93.174, + 118.322, + 98.128, + 93.626, 80.898, 80.994, 79.014, @@ -93987,8 +93987,8 @@ 76.416, 91.443, 91.578, - 116.915, - 116.915, + 124.603, + 135.03, 110.9, 86.189, 66.235, @@ -93998,11 +93998,11 @@ 51.554, 68.185, 94.556, - 116.915, + 126.68, 115.261, - 93.174, - 93.174, - 93.174, + 123.63, + 102.298, + 96.851, 83.685, 83.679, 81.698, @@ -94011,22 +94011,22 @@ 79.509, 94.895, 94.414, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, - 93.174, + 126.386, + 137.091, + 139.995, + 125.539, + 113.185, + 121.715, + 94.584, 100.712, 100.558, 114.496, - 116.915, - 116.915, + 144.753, + 151.488, 114.841, - 93.174, - 93.174, - 93.174, + 123.937, + 103.954, + 98.548, 84.155, 81.66, 78.427, @@ -94083,8 +94083,8 @@ 77.981, 94.807, 94.229, - 116.915, - 116.915, + 126.731, + 137.469, 114.019, 87.107, 62.154, @@ -94094,11 +94094,11 @@ 50.767, 74.374, 99.507, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 137.956, + 122.277, + 126.305, + 105.07, + 99.552, 86.749, 87.67, 87.126, @@ -94107,10 +94107,10 @@ 86.967, 103.04, 102.125, - 116.915, - 116.915, - 116.915, - 93.174, + 134.363, + 146.274, + 132.105, + 103.188, 69.692, 55.736, 43.583, @@ -94118,11 +94118,11 @@ 56.528, 74.235, 102.425, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 134.266, + 118.314, + 125.443, + 105.537, + 100.243, 86.703, 86.903, 85.498, @@ -94131,22 +94131,22 @@ 83.624, 99.233, 100.204, - 116.915, - 116.915, - 116.915, - 93.174, - 93.174, + 134.325, + 151.925, + 132.752, + 120.282, + 102.032, 73.34, 60.53, 68.065, 79.619, 108.153, 102.355, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 131.789, + 118.261, + 124.114, + 103.172, + 97.994, 84.638, 84.713, 83.224, @@ -94155,10 +94155,10 @@ 82.463, 98.317, 99.039, - 116.915, - 116.915, - 116.915, - 93.174, + 133.117, + 144.138, + 133.214, + 124.579, 64.363, 70.952, 49.765, @@ -94166,11 +94166,11 @@ 52.736, 70.209, 101.661, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 129.647, + 122.685, + 123.153, + 102.87, + 97.984, 84.29, 83.653, 81.811, @@ -94179,10 +94179,10 @@ 82.016, 98.58, 99.214, - 116.915, - 116.915, - 116.915, - 93.174, + 132.854, + 148.346, + 128.285, + 94.352, 85.666, 44.934, 47.933, @@ -94190,11 +94190,11 @@ 59.374, 78.984, 108.402, - 116.915, - 116.915, - 93.174, - 93.174, - 93.174, + 147.656, + 120.595, + 121.663, + 101.109, + 95.982, 82.538, 82.576, 81.092, @@ -94207,7 +94207,7 @@ 110.173, 110.648, 114.631, - 116.915, + 118.346, 111.793, 109.945, 106.637, @@ -94230,14 +94230,14 @@ 93.945, 86.916, 66.565, - 82.37, - 58.341, + 32.37, + 8.341, + 0.0, 0.0, - 35.989, - 36.273, - 46.017, - 58.393, - 85.466, + 0.0, + 0.0, + 13.272, + 35.466, 62.012, 85.314, 90.34, @@ -94251,9 +94251,9 @@ 81.729, 97.251, 97.163, - 115.407, - 115.407, - 115.407, + 130.446, + 142.738, + 118.937, 90.214, 69.342, 55.207, @@ -94262,11 +94262,11 @@ 54.603, 69.267, 96.837, - 115.407, - 94.642, - 70.042, - 49.65, - 44.554, + 129.706, + 117.2, + 120.042, + 99.65, + 94.554, 81.499, 81.569, 79.259, @@ -94275,8 +94275,8 @@ 77.617, 93.689, 93.898, - 115.407, - 115.407, + 127.107, + 139.129, 114.458, 84.917, 59.603, @@ -94286,11 +94286,11 @@ 43.314, 60.103, 89.173, - 113.058, - 64.241, - 68.402, - 48.602, - 43.741, + 125.245, + 114.241, + 118.402, + 98.602, + 93.741, 80.145, 79.417, 77.494, @@ -94299,8 +94299,8 @@ 76.171, 91.203, 90.636, - 115.407, - 115.407, + 123.725, + 136.28, 112.779, 84.066, 59.687, @@ -94310,11 +94310,11 @@ 46.035, 64.687, 96.576, - 115.407, - 84.683, - 72.295, - 52.221, - 46.291, + 133.093, + 120.406, + 122.295, + 102.221, + 96.291, 82.314, 82.257, 80.34, @@ -94323,8 +94323,8 @@ 78.1, 93.298, 92.421, - 115.407, - 115.407, + 124.866, + 137.404, 115.407, 91.013, 70.032, @@ -94334,11 +94334,11 @@ 56.954, 75.702, 102.311, - 115.407, - 73.431, - 75.964, - 56.109, - 51.562, + 137.278, + 123.275, + 125.964, + 106.109, + 101.562, 88.087, 87.235, 84.855, @@ -94347,22 +94347,22 @@ 83.301, 98.615, 98.29, - 115.407, - 115.407, - 115.407, - 45.431, - 21.287, - 4.756, - 0.0, - 0.0, - 12.701, - 31.807, - 59.344, - 90.318, - 73.527, - 75.892, - 56.475, - 51.859, + 132.283, + 146.258, + 123.544, + 95.431, + 71.287, + 54.756, + 43.286, + 48.768, + 62.701, + 81.807, + 109.344, + 140.318, + 123.527, + 125.892, + 106.475, + 101.859, 88.728, 88.686, 86.94, @@ -94375,12 +94375,12 @@ 109.592, 83.587, 66.21, - 92.58, + 42.58, 27.806, - 63.333, - 63.568, + 13.333, + 13.568, 20.885, - 72.569, + 27.689, 87.071, 84.614, 106.366, @@ -94423,7 +94423,7 @@ 94.689, 91.921, 53.949, - 1.429, + 14.129, 0.0, 0.0, 0.0, @@ -94431,10 +94431,10 @@ 17.285, 42.011, 69.343, - 43.707, - 41.989, - 38.752, - 39.41, + 90.758, + 91.989, + 88.752, + 89.41, 85.41, 84.753, 82.946, @@ -94443,10 +94443,10 @@ 83.363, 99.439, 99.502, - 115.407, - 115.407, - 115.407, - 115.407, + 132.287, + 145.811, + 144.016, + 137.697, 112.081, 93.694, 40.191, @@ -94454,11 +94454,11 @@ 58.364, 76.289, 103.04, - 115.407, - 115.407, - 115.407, - 92.559, - 47.763, + 136.466, + 124.643, + 123.073, + 102.648, + 97.763, 84.775, 85.237, 83.673, @@ -94467,20 +94467,20 @@ 83.979, 100.0, 99.874, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 132.675, + 149.724, + 153.921, + 152.89, + 149.409, + 142.813, + 140.285, + 127.069, + 135.976, + 140.782, + 149.402, + 144.877, + 125.612, + 125.089, 104.305, 98.496, 84.312, @@ -94491,20 +94491,20 @@ 81.119, 97.01, 97.236, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 130.85, + 148.317, + 145.285, + 139.601, + 129.45, + 137.882, 114.247, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 145.646, + 146.022, + 125.838, + 149.589, + 157.391, + 124.305, + 122.754, 102.571, 97.793, 83.968, @@ -94515,22 +94515,22 @@ 81.249, 97.515, 97.522, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 53.294, - 47.04, + 131.728, + 148.439, + 139.123, + 155.316, + 156.342, + 142.429, + 155.096, + 146.197, + 154.742, + 155.805, + 152.072, + 158.261, + 123.939, + 121.431, + 101.214, + 97.04, 84.405, 84.232, 82.375, @@ -94587,9 +94587,9 @@ 77.683, 92.805, 92.408, - 115.407, - 115.407, - 115.407, + 125.915, + 140.584, + 120.743, 95.707, 71.993, 57.578, @@ -94598,11 +94598,11 @@ 63.749, 81.754, 108.915, - 115.407, - 115.407, - 95.031, - 53.848, - 49.467, + 141.035, + 124.993, + 123.761, + 103.848, + 99.467, 86.007, 85.416, 83.718, @@ -94611,9 +94611,9 @@ 81.488, 97.056, 96.289, - 115.407, - 115.407, - 115.407, + 129.905, + 146.263, + 125.94, 100.303, 90.28, 78.848, @@ -94621,12 +94621,12 @@ 54.484, 67.13, 86.21, - 115.407, - 115.407, - 115.407, - 115.407, - 73.606, - 49.239, + 131.988, + 143.481, + 126.189, + 125.155, + 104.945, + 99.239, 84.951, 84.804, 83.47, @@ -94635,20 +94635,20 @@ 82.764, 98.53, 98.112, - 115.407, - 115.407, - 115.407, + 131.052, + 146.885, + 124.357, 97.353, 85.774, 105.072, 83.068, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 147.107, + 160.792, + 156.897, + 163.977, + 142.869, + 126.605, + 126.032, 106.412, 101.717, 88.224, @@ -94659,20 +94659,20 @@ 78.641, 93.8, 91.762, - 115.407, - 115.407, - 115.407, + 127.12, + 146.991, + 153.603, 99.528, - 115.407, + 119.477, 92.305, 88.631, 96.577, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 164.113, + 165.407, + 163.421, + 150.202, + 126.73, + 125.836, 106.34, 101.568, 88.22, @@ -94683,22 +94683,22 @@ 84.12, 100.447, 100.739, - 115.407, - 115.407, - 115.407, - 115.407, + 135.08, + 151.946, + 130.445, + 141.46, 110.674, 92.04, - 0.833, - 3.739, - 14.535, - 31.015, - 59.5, - 90.338, - 70.698, - 70.043, - 49.731, - 43.89, + 46.672, + 53.739, + 64.535, + 81.015, + 109.5, + 140.338, + 120.698, + 120.043, + 99.731, + 93.89, 80.204, 80.793, 80.615, @@ -94712,10 +94712,10 @@ 103.939, 68.802, 60.612, - 75.67, + 25.67, 14.906, - 65.896, - 75.772, + 15.896, + 27.169, 34.791, 61.712, 90.39, @@ -94755,10 +94755,10 @@ 87.378, 103.184, 103.462, - 115.407, - 115.407, - 115.407, - 115.407, + 136.848, + 152.831, + 132.654, + 115.91, 78.973, 62.468, 50.948, @@ -94766,11 +94766,11 @@ 66.945, 85.762, 113.741, - 115.407, - 115.407, - 115.407, - 67.77, - 48.627, + 145.072, + 125.094, + 122.774, + 102.748, + 98.627, 85.975, 86.061, 84.1, @@ -94779,9 +94779,9 @@ 80.359, 95.321, 94.966, - 115.407, - 115.407, - 115.407, + 128.569, + 145.035, + 126.731, 110.202, 95.675, 81.147, @@ -94789,12 +94789,12 @@ 59.264, 69.984, 88.137, - 115.407, - 115.407, - 115.407, - 115.407, - 64.55, - 51.213, + 115.893, + 146.981, + 126.474, + 125.396, + 105.47, + 101.213, 87.733, 87.365, 84.405, @@ -94803,9 +94803,9 @@ 82.613, 97.799, 96.874, - 115.407, - 115.407, - 115.407, + 129.178, + 143.971, + 123.286, 93.721, 68.656, 52.475, @@ -94814,11 +94814,11 @@ 58.94, 79.659, 108.073, - 115.407, - 104.104, - 66.101, - 46.454, - 42.885, + 139.841, + 118.194, + 116.101, + 96.454, + 92.885, 80.162, 79.473, 77.43, @@ -94827,22 +94827,22 @@ 78.006, 93.689, 93.24, - 115.407, - 115.407, - 115.407, + 126.176, + 142.909, + 122.814, 94.65, 72.314, 55.014, 42.452, 46.209, 56.805, - 71.733, - 55.785, - 94.062, - 65.946, - 65.122, - 45.662, - 40.645, + 75.692, + 105.785, + 144.062, + 115.946, + 115.122, + 95.662, + 90.645, 76.383, 74.655, 72.939, @@ -94851,22 +94851,22 @@ 72.519, 88.646, 88.949, - 115.407, - 115.407, - 115.407, - 37.76, - 10.992, - 13.589, - 0.0, - 0.0, - 5.624, - 26.208, - 55.925, - 90.186, - 67.611, - 67.055, - 47.736, - 42.25, + 123.141, + 139.937, + 137.639, + 87.76, + 60.992, + 63.589, + 33.574, + 42.875, + 55.624, + 76.208, + 105.925, + 140.186, + 117.611, + 117.055, + 97.736, + 92.25, 78.568, 78.81, 76.407, @@ -94879,12 +94879,12 @@ 102.053, 78.125, 57.425, - 81.048, - 67.703, - 58.323, + 31.048, + 17.703, + 8.323, 6.629, 19.692, - 71.805, + 30.325, 60.412, 87.995, 100.13, @@ -94923,9 +94923,9 @@ 87.088, 102.146, 101.892, - 115.407, - 115.407, - 115.407, + 135.032, + 151.387, + 134.645, 107.512, 83.503, 71.341, @@ -94934,11 +94934,11 @@ 74.454, 85.967, 109.578, - 115.407, - 115.407, - 87.472, - 44.442, - 39.54, + 140.321, + 117.619, + 114.82, + 94.442, + 89.54, 76.607, 78.652, 79.242, @@ -94947,22 +94947,22 @@ 81.171, 97.432, 98.166, - 115.407, - 115.407, - 115.407, - 115.407, - 115.407, + 133.139, + 150.658, + 132.969, + 149.858, + 142.714, 101.214, 50.882, 57.578, 65.445, 85.107, 113.43, - 115.407, + 141.61, 115.354, 114.677, - 50.411, - 40.732, + 95.185, + 90.732, 77.547, 77.254, 75.541, @@ -94971,9 +94971,9 @@ 76.744, 92.788, 92.795, - 116.14, - 116.14, - 116.14, + 126.018, + 142.527, + 125.035, 96.81, 72.403, 55.387, @@ -94982,11 +94982,11 @@ 65.996, 84.409, 113.414, - 116.14, - 71.358, - 67.74, - 47.063, - 41.359, + 143.96, + 118.619, + 117.74, + 97.063, + 91.359, 77.666, 77.076, 74.617, @@ -94995,9 +94995,9 @@ 73.324, 89.036, 88.85, - 116.14, - 116.14, - 116.14, + 122.625, + 139.563, + 123.465, 95.697, 72.682, 58.455, @@ -95005,12 +95005,12 @@ 58.35, 70.212, 88.917, - 90.782, - 97.262, - 70.406, - 68.492, - 48.556, - 44.079, + 116.46, + 147.262, + 120.406, + 118.492, + 98.556, + 94.079, 80.696, 80.777, 78.547, @@ -95019,22 +95019,22 @@ 76.059, 91.853, 91.348, - 116.14, - 116.14, - 116.14, - 48.637, - 23.244, - 62.328, - 56.354, - 106.125, - 107.395, - 108.652, - 110.751, - 109.321, - 72.472, - 71.622, - 51.92, - 47.301, + 124.523, + 140.836, + 126.304, + 98.637, + 73.244, + 112.328, + 106.354, + 156.125, + 157.395, + 158.652, + 160.751, + 159.321, + 122.472, + 121.622, + 101.92, + 97.301, 84.105, 84.209, 83.056, @@ -95092,21 +95092,21 @@ 73.452, 88.715, 88.552, - 116.14, - 116.14, - 116.14, + 120.194, + 119.518, + 124.789, 106.451, 54.979, 50.739, 49.697, 67.408, 108.536, - 116.14, - 108.67, - 108.911, - 69.447, - 68.759, - 48.788, + 124.517, + 155.548, + 158.911, + 119.447, + 118.759, + 98.788, 93.448, 79.473, 79.122, @@ -95116,21 +95116,21 @@ 76.531, 91.908, 91.629, - 116.14, - 116.14, - 116.14, - 116.14, + 122.959, + 123.771, + 138.813, + 124.223, 68.599, 63.89, 62.348, 76.407, 95.659, - 116.14, - 110.471, - 107.349, - 68.056, - 66.824, - 45.952, + 122.359, + 148.788, + 157.349, + 118.056, + 116.824, + 95.952, 90.79, 77.63, 77.426, @@ -95140,20 +95140,20 @@ 73.668, 89.336, 89.121, - 116.14, - 116.14, - 116.14, - 116.14, + 120.859, + 135.696, + 139.067, + 135.078, 111.417, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, + 149.86, + 152.312, + 144.436, + 141.798, + 153.802, + 159.851, + 161.23, + 119.804, + 117.52, 96.987, 92.059, 77.853, @@ -95164,21 +95164,21 @@ 74.946, 90.558, 92.106, - 116.14, - 116.14, - 116.14, - 116.14, + 123.425, + 135.843, + 130.09, + 135.908, 101.365, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 116.14, - 60.812, + 131.117, + 135.678, + 142.376, + 126.77, + 147.423, + 162.848, + 166.14, + 123.726, + 121.813, + 102.188, 96.591, 81.832, 81.614, @@ -95188,21 +95188,21 @@ 77.313, 91.548, 90.74, - 116.14, - 116.14, - 95.85, - 92.934, - 69.712, - 72.962, - 101.246, - 94.871, - 82.379, - 70.752, - 101.402, - 112.404, - 70.044, - 68.002, - 47.646, + 122.174, + 124.591, + 145.85, + 142.934, + 119.712, + 122.962, + 151.246, + 144.871, + 132.379, + 120.752, + 151.402, + 162.404, + 120.044, + 118.002, + 97.646, 92.748, 79.393, 79.357, @@ -95260,8 +95260,8 @@ 78.291, 93.724, 94.412, - 116.14, - 116.14, + 126.078, + 128.876, 101.828, 78.225, 62.724, @@ -95270,11 +95270,11 @@ 65.804, 84.882, 113.258, - 99.786, - 104.21, - 68.53, - 70.363, - 50.623, + 143.789, + 154.21, + 118.53, + 120.363, + 100.623, 96.004, 82.766, 78.824, @@ -95284,8 +95284,8 @@ 76.803, 93.627, 94.215, - 116.14, - 116.14, + 125.231, + 129.355, 102.8, 101.836, 80.396, @@ -95293,12 +95293,12 @@ 73.494, 90.776, 108.995, - 96.665, - 99.98, - 104.21, - 63.852, - 62.602, - 43.086, + 131.577, + 149.98, + 154.21, + 113.852, + 112.602, + 93.086, 88.105, 74.553, 74.294, @@ -95308,8 +95308,8 @@ 72.3, 88.191, 88.374, - 116.14, - 116.14, + 120.209, + 128.51, 110.64, 93.933, 88.944, @@ -95317,12 +95317,12 @@ 71.601, 86.162, 105.973, - 116.14, - 105.237, - 105.02, - 66.397, - 66.016, - 46.582, + 124.746, + 148.089, + 155.02, + 116.397, + 116.016, + 96.582, 92.231, 79.539, 80.285, @@ -95332,21 +95332,21 @@ 77.063, 92.275, 92.077, - 116.14, - 116.14, + 124.485, + 131.777, 110.154, 103.709, 93.117, 74.43, 65.15, 94.189, - 69.743, - 92.967, - 105.235, - 109.186, - 69.331, - 68.346, - 48.355, + 110.791, + 142.967, + 155.235, + 159.186, + 119.331, + 118.346, + 98.355, 93.414, 79.723, 79.726, @@ -95356,21 +95356,21 @@ 75.21, 91.095, 90.678, - 116.14, - 116.14, - 83.251, - 32.607, - 21.749, - 17.179, - 15.001, - 29.389, - 47.217, - 73.281, - 101.776, - 110.807, - 69.63, - 67.823, - 47.903, + 122.661, + 127.796, + 133.251, + 82.607, + 71.749, + 67.179, + 65.001, + 79.389, + 97.217, + 123.281, + 151.776, + 160.807, + 119.63, + 117.823, + 97.903, 92.755, 78.927, 79.108, @@ -95386,7 +95386,7 @@ 101.777, 37.534, 78.321, - 97.465, + 47.465, 57.749, 56.458, 72.794, @@ -95428,8 +95428,8 @@ 74.363, 89.786, 89.394, - 116.14, - 116.14, + 121.26, + 125.413, 98.708, 76.266, 62.326, @@ -95437,12 +95437,12 @@ 53.52, 69.077, 89.049, - 93.297, - 99.387, - 108.723, - 68.466, - 67.663, - 47.508, + 117.671, + 149.387, + 158.723, + 118.466, + 117.663, + 97.508, 91.506, 77.73, 77.701, @@ -95452,8 +95452,8 @@ 73.386, 89.157, 89.53, - 116.14, - 116.14, + 121.814, + 125.908, 98.981, 76.393, 60.014, @@ -95461,12 +95461,12 @@ 51.674, 68.988, 91.119, - 116.14, - 116.14, - 116.14, - 78.578, - 69.809, - 49.694, + 122.327, + 155.644, + 164.058, + 121.544, + 119.809, + 99.694, 94.581, 81.396, 81.49, @@ -95476,21 +95476,21 @@ 79.334, 95.087, 94.713, - 116.14, - 116.14, + 126.288, + 130.832, 103.303, 96.679, 80.44, 60.51, 61.815, - 90.916, - 43.787, - 69.94, - 99.213, - 107.372, - 66.833, - 65.696, - 46.143, + 94.795, + 93.787, + 119.94, + 149.213, + 157.372, + 116.833, + 115.696, + 96.143, 91.128, 77.204, 76.823, @@ -95507,14 +95507,14 @@ 13.429, 7.746, 9.672, - 1.71, - 0.0, - 15.886, - 41.752, - 43.008, - 36.298, - 34.741, - 30.733, + 19.923, + 39.042, + 65.886, + 91.752, + 93.008, + 86.298, + 84.741, + 80.733, 80.864, 77.279, 77.804, @@ -95524,21 +95524,21 @@ 78.134, 94.062, 94.167, - 116.14, - 116.14, - 57.71, - 34.409, - 21.378, - 14.705, - 12.245, - 27.871, - 45.935, - 71.466, - 99.344, - 109.512, - 71.128, - 71.088, - 50.635, + 126.505, + 133.305, + 107.71, + 84.409, + 71.378, + 64.705, + 62.245, + 77.871, + 95.935, + 121.466, + 149.344, + 159.512, + 121.128, + 121.088, + 100.635, 94.894, 81.197, 81.749, @@ -95553,7 +95553,7 @@ 108.839, 104.803, 65.824, - 98.134, + 48.134, 76.6, 115.869, 87.756, @@ -95596,21 +95596,21 @@ 81.974, 97.337, 97.109, - 116.14, - 116.14, - 116.14, - 116.14, + 129.117, + 138.721, + 139.793, + 147.803, 65.71, 52.713, 46.89, 63.252, 83.819, 113.352, - 116.14, - 116.14, - 78.996, - 65.373, - 45.143, + 146.286, + 155.43, + 116.552, + 115.373, + 95.143, 89.506, 75.6, 75.667, @@ -95620,8 +95620,8 @@ 72.102, 90.005, 92.626, - 116.14, - 116.14, + 126.13, + 133.383, 105.234, 78.589, 60.488, @@ -95629,12 +95629,12 @@ 51.792, 62.904, 84.269, - 105.39, - 95.107, - 104.557, - 64.459, - 62.691, - 42.364, + 112.905, + 145.107, + 154.557, + 114.459, + 112.691, + 92.364, 87.293, 73.954, 77.211, @@ -95644,8 +95644,8 @@ 76.675, 95.17, 96.541, - 116.14, - 116.14, + 129.236, + 135.978, 109.056, 86.647, 71.403, @@ -95653,12 +95653,12 @@ 61.798, 85.704, 113.153, - 116.14, - 116.14, - 116.14, - 72.971, - 62.791, - 42.771, + 151.405, + 153.291, + 154.35, + 114.055, + 112.791, + 92.771, 87.797, 74.328, 74.286, @@ -95668,21 +95668,21 @@ 78.374, 94.342, 93.762, - 116.14, - 116.14, + 125.008, + 132.56, 105.297, 80.772, 63.078, 55.757, 55.278, 69.596, - 48.166, - 65.599, - 95.133, - 102.785, - 63.03, - 63.559, - 46.394, + 87.293, + 115.599, + 145.133, + 152.785, + 113.03, + 113.559, + 96.394, 91.608, 77.65, 77.306, @@ -95692,21 +95692,21 @@ 72.38, 88.63, 88.842, - 114.652, - 114.652, - 90.229, - 84.141, - 78.784, - 78.821, - 76.811, - 67.778, - 79.836, - 64.615, - 97.487, - 102.067, - 62.471, - 61.583, - 42.001, + 121.335, + 138.725, + 140.229, + 134.141, + 128.784, + 128.821, + 126.811, + 117.778, + 129.836, + 114.615, + 147.487, + 152.067, + 112.471, + 111.583, + 92.001, 87.329, 74.069, 74.13, @@ -95721,9 +95721,9 @@ 66.809, 52.264, 35.298, - 76.221, - 72.193, - 73.422, + 26.221, + 22.193, + 31.242, 50.907, 68.127, 98.762, @@ -95764,8 +95764,8 @@ 73.336, 89.249, 89.061, - 114.652, - 114.652, + 121.831, + 131.278, 107.259, 83.551, 67.871, @@ -95773,12 +95773,12 @@ 57.888, 75.103, 93.039, - 114.652, - 114.652, - 114.652, - 76.157, - 67.882, - 48.149, + 119.319, + 149.449, + 157.726, + 118.815, + 117.882, + 98.149, 93.093, 79.302, 79.358, @@ -95788,8 +95788,8 @@ 78.408, 94.418, 94.723, - 114.652, - 114.652, + 127.191, + 136.149, 112.162, 88.409, 69.924, @@ -95797,12 +95797,12 @@ 69.845, 90.66, 108.334, - 114.652, - 114.652, - 114.652, - 70.763, - 67.117, - 46.731, + 127.663, + 150.532, + 158.306, + 118.642, + 117.117, + 96.731, 91.386, 77.09, 76.525, @@ -95812,8 +95812,8 @@ 74.703, 91.239, 91.232, - 114.652, - 114.652, + 123.734, + 133.29, 108.476, 84.937, 67.52, @@ -95821,12 +95821,12 @@ 56.193, 70.719, 90.062, - 107.742, - 97.979, - 106.36, - 66.403, - 65.068, - 45.18, + 117.252, + 147.979, + 156.36, + 116.403, + 115.068, + 95.18, 90.302, 76.428, 76.146, @@ -95836,21 +95836,21 @@ 72.471, 88.282, 88.374, - 114.652, - 114.652, - 114.652, + 121.45, + 138.221, + 135.116, 106.3, 111.093, 93.869, 69.235, 83.087, - 99.754, - 84.162, - 103.991, - 109.018, - 68.334, - 66.581, - 46.09, + 111.383, + 134.162, + 153.991, + 159.018, + 118.334, + 116.581, + 96.09, 90.331, 76.185, 75.848, @@ -95860,21 +95860,21 @@ 73.389, 89.488, 89.056, - 114.652, - 114.652, - 87.233, - 84.482, - 70.344, - 55.193, - 59.829, - 20.769, - 49.08, - 77.979, - 104.052, - 111.047, - 70.61, - 70.331, - 51.804, + 122.087, + 138.658, + 137.233, + 134.482, + 120.344, + 105.193, + 109.829, + 70.769, + 99.08, + 127.979, + 154.052, + 161.047, + 120.61, + 120.331, + 101.804, 97.27, 84.518, 84.669, @@ -95888,14 +95888,14 @@ 103.692, 74.066, 58.227, - 83.652, - 77.593, + 39.802, + 30.461, 26.871, - 78.184, + 35.434, 58.891, 80.216, 112.332, - 114.652, + 115.319, 105.769, 102.667, 86.624, @@ -95932,21 +95932,21 @@ 78.198, 91.369, 90.691, - 114.652, - 114.652, - 114.652, + 126.772, + 140.769, + 118.192, 109.589, 83.088, 70.121, 68.801, 85.538, 107.854, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 80.851, + 138.202, + 156.65, + 164.652, + 126.116, + 124.965, + 104.994, 100.338, 87.321, 87.41, @@ -95956,21 +95956,21 @@ 81.144, 98.392, 98.962, - 114.652, - 114.652, - 114.652, + 131.468, + 144.997, + 122.043, 98.294, 80.334, 81.357, 80.457, 93.962, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 51.212, + 121.647, + 138.669, + 155.167, + 157.642, + 119.646, + 119.778, + 100.712, 95.513, 81.77, 82.975, @@ -95980,21 +95980,21 @@ 81.228, 97.419, 98.083, - 114.652, - 114.652, - 114.652, + 131.491, + 146.76, + 124.554, 100.978, 77.982, 68.172, 82.684, 84.173, 107.21, - 114.652, - 114.652, - 114.652, - 114.652, - 99.338, - 49.449, + 115.83, + 149.313, + 159.115, + 119.925, + 119.746, + 99.449, 94.27, 81.633, 84.484, @@ -96004,20 +96004,20 @@ 84.097, 99.143, 99.464, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 132.465, + 150.035, + 138.615, + 157.168, + 148.937, 107.57, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 117.348, + 139.397, + 127.353, + 148.208, + 151.584, + 158.571, + 120.41, + 119.28, 99.33, 95.058, 82.892, @@ -96028,21 +96028,21 @@ 81.301, 97.433, 97.529, - 114.652, - 114.652, - 113.2, - 62.235, - 64.632, - 24.878, - 38.249, - 95.149, - 99.313, - 98.675, - 104.025, - 102.857, - 63.236, - 62.65, - 43.234, + 130.455, + 147.555, + 126.35, + 112.235, + 114.632, + 74.878, + 88.249, + 145.149, + 149.313, + 148.675, + 154.025, + 152.857, + 113.236, + 112.65, + 93.234, 91.364, 80.831, 83.488, @@ -96055,10 +96055,10 @@ 93.295, 108.593, 84.733, - 114.652, - 97.218, + 124.644, + 47.218, 96.834, - 114.652, + 119.202, 103.123, 112.997, 96.741, @@ -96100,21 +96100,21 @@ 80.353, 98.231, 98.357, - 114.652, - 114.652, - 114.652, + 130.377, + 148.411, + 125.558, 112.408, 94.379, 103.176, 110.02, 111.919, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 70.521, + 115.778, + 147.846, + 157.656, + 158.641, + 120.711, + 122.264, + 103.229, 95.571, 81.04, 81.533, @@ -96124,21 +96124,21 @@ 82.121, 97.374, 96.642, - 114.652, - 114.652, - 114.652, - 114.652, + 129.689, + 146.854, + 137.675, + 141.098, 83.258, - 114.652, + 125.87, 69.576, 113.094, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 133.472, + 121.247, + 148.302, + 156.084, + 115.101, 112.895, - 76.384, + 93.703, 91.191, 80.452, 82.208, @@ -96148,21 +96148,21 @@ 80.996, 97.558, 97.328, - 114.652, - 114.652, - 114.652, - 114.652, + 130.646, + 147.313, + 122.996, + 124.754, 84.766, 78.713, 84.111, 80.759, 98.752, - 114.652, - 114.652, - 114.652, - 114.652, - 113.914, - 51.031, + 133.703, + 156.165, + 161.069, + 121.386, + 120.761, + 101.031, 96.744, 83.358, 83.621, @@ -96172,21 +96172,21 @@ 77.652, 93.086, 93.121, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 127.094, + 145.897, + 150.705, + 156.8, + 159.793, + 147.903, 114.593, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 139.059, + 137.894, + 151.389, + 156.008, + 155.71, + 114.94, 113.309, - 92.02, + 93.446, 88.889, 74.99, 74.476, @@ -96196,21 +96196,21 @@ 72.41, 88.331, 88.278, - 114.652, - 114.652, - 65.845, - 43.163, - 25.796, - 21.481, - 32.096, - 23.462, - 53.976, - 95.672, - 101.809, - 105.204, - 64.752, - 63.375, - 43.28, + 121.811, + 138.818, + 115.845, + 93.163, + 75.796, + 71.481, + 82.096, + 73.462, + 103.976, + 145.672, + 151.809, + 155.204, + 114.752, + 113.375, + 93.28, 88.221, 74.714, 74.426, @@ -96228,7 +96228,7 @@ 69.73, 62.452, 61.277, - 114.652, + 116.263, 86.302, 106.096, 102.61, @@ -96277,12 +96277,12 @@ 14.484, 22.237, 41.907, - 19.505, - 40.043, - 39.778, - 32.836, - 32.092, - 28.399, + 64.957, + 90.043, + 89.778, + 82.836, + 82.092, + 78.399, 77.939, 73.426, 73.241, @@ -96292,8 +96292,8 @@ 72.143, 88.636, 89.086, - 114.652, - 114.652, + 122.702, + 138.424, 113.039, 87.308, 68.65, @@ -96301,12 +96301,12 @@ 54.874, 69.349, 86.782, - 99.601, - 91.196, - 101.447, - 62.55, - 61.971, - 42.531, + 112.125, + 141.196, + 151.447, + 112.55, + 111.971, + 92.531, 87.845, 74.487, 74.276, @@ -96316,21 +96316,21 @@ 72.445, 88.322, 88.484, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, + 122.112, + 138.029, + 116.333, + 116.102, + 123.587, 93.338, 83.849, - 114.652, - 114.652, - 114.652, - 114.652, - 114.652, - 87.653, - 62.934, - 43.407, + 119.899, + 141.352, + 139.104, + 144.288, + 153.315, + 113.758, + 112.934, + 93.407, 88.664, 75.098, 74.842, @@ -96340,21 +96340,21 @@ 72.373, 87.963, 88.313, - 114.652, - 114.652, - 114.652, - 114.652, + 122.067, + 138.245, + 116.284, + 118.153, 90.416, 108.174, 93.258, 89.652, - 84.962, - 78.678, - 95.217, - 106.056, - 67.115, - 66.317, - 46.829, + 96.088, + 128.678, + 145.217, + 156.056, + 117.115, + 116.317, + 96.829, 92.7, 79.524, 79.105, @@ -96364,21 +96364,21 @@ 73.276, 89.018, 89.134, - 114.652, - 114.652, - 89.167, - 58.19, - 30.938, - 17.961, - 52.943, - 33.222, - 40.018, - 67.325, - 98.283, - 109.281, - 68.319, - 66.1, - 46.278, + 122.754, + 139.064, + 139.167, + 108.19, + 80.938, + 67.961, + 102.943, + 83.222, + 90.018, + 117.325, + 148.283, + 159.281, + 118.319, + 116.1, + 96.278, 91.922, 78.54, 78.586, @@ -96435,33 +96435,9 @@ "annual_emissions_tonnes_SO2": 0.03, "annual_emissions_tonnes_PM25": 0.02, "lifecycle_emissions_tonnes_NOx": 0.46, - "annual_energy_supplied_kwh": 734913.39, + "annual_energy_supplied_kwh": 730854.15, "emissions_region": "California", "electric_to_storage_series_kw": [ - 33.007, - 34.655, - 33.743, - 33.438, - 29.951, - 29.906, - 18.209, - 18.734, - 10.688, - 10.617, - 30.491, - 11.359, - 18.707, - 18.887, - 21.475, - 9.558, - 10.416, - 15.274, - 21.041, - 21.728, - 25.271, - 25.844, - 30.133, - 14.336, 0.0, 0.0, 0.0, @@ -96483,15 +96459,6 @@ 0.0, 0.0, 0.0, - 27.447, - 34.409, - 32.182, - 36.113, - 35.646, - 34.832, - 33.662, - 17.551, - 18.032, 0.0, 0.0, 0.0, @@ -96507,15 +96474,6 @@ 0.0, 0.0, 0.0, - 22.97, - 35.87, - 36.2, - 37.845, - 39.079, - 39.38, - 39.683, - 22.972, - 21.893, 0.0, 0.0, 0.0, @@ -96531,15 +96489,6 @@ 0.0, 0.0, 0.0, - 26.062, - 41.589, - 41.025, - 42.72, - 43.129, - 43.256, - 43.366, - 27.447, - 27.228, 0.0, 0.0, 0.0, @@ -96555,15 +96504,6 @@ 0.0, 0.0, 0.0, - 28.786, - 42.16, - 42.168, - 43.574, - 43.847, - 44.086, - 44.649, - 28.308, - 28.136, 0.0, 0.0, 0.0, @@ -96579,39 +96519,12 @@ 0.0, 0.0, 0.0, - 28.92, - 42.237, - 42.118, - 43.661, - 43.779, - 43.862, - 43.945, - 40.199, - 40.3, - 28.922, - 14.054, - 16.953, - 7.803, - 39.366, - 37.61, - 50.0, - 41.314, - 43.216, - 34.573, - 23.068, - 13.271, - 21.093, - 22.002, - 37.96, - 38.083, - 5.64, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, - -0.0, 0.0, 0.0, 0.0, @@ -96651,15 +96564,6 @@ 0.0, 0.0, 0.0, - 27.262, - 40.941, - 41.596, - 43.265, - 43.376, - 44.119, - 43.645, - 27.72, - 27.511, 0.0, 0.0, 0.0, @@ -96675,15 +96579,6 @@ 0.0, 0.0, 0.0, - 26.3, - 39.221, - 38.991, - 40.961, - 41.69, - 42.084, - 42.493, - 27.464, - 27.459, 0.0, 0.0, 0.0, @@ -96699,15 +96594,6 @@ 0.0, 0.0, 0.0, - 27.616, - 41.667, - 41.825, - 43.282, - 43.368, - 43.471, - 43.5, - 27.579, - 27.467, 0.0, 0.0, 0.0, @@ -96723,15 +96609,6 @@ 0.0, 0.0, 0.0, - 16.793, - 31.17, - 29.897, - 30.6, - 32.053, - 31.042, - 30.793, - 16.016, - 16.013, 0.0, 0.0, 0.0, @@ -96747,33 +96624,8 @@ 0.0, 0.0, 0.0, - 28.702, - 40.407, - 36.447, - 38.109, - 36.942, - 34.114, - 33.697, - 29.603, - 28.782, - 16.996, - 1.159, - 2.37, - 14.865, - 50.0, - 50.0, 0.0, 0.0, - 50.0, - 48.007, - 22.737, - 13.364, - 21.007, - 22.046, - 37.469, - 37.739, - 41.769, - 7.619, 0.0, 0.0, 0.0, @@ -96819,15 +96671,6 @@ 0.0, 0.0, 0.0, - 39.603, - 43.696, - 43.706, - 43.212, - 43.277, - 43.391, - 43.531, - 27.439, - 27.385, 0.0, 0.0, 0.0, @@ -96843,15 +96686,6 @@ 0.0, 0.0, 0.0, - 28.524, - 40.008, - 38.293, - 38.838, - 39.024, - 38.901, - 38.074, - 21.25, - 19.788, 0.0, 0.0, 0.0, @@ -96867,15 +96701,6 @@ 0.0, 0.0, 0.0, - 21.755, - 34.565, - 33.283, - 33.987, - 33.86, - 34.044, - 34.148, - 18.117, - 17.437, 0.0, 0.0, 0.0, @@ -96891,15 +96716,6 @@ 0.0, 0.0, 0.0, - 20.376, - 33.371, - 33.782, - 35.565, - 37.343, - 37.876, - 37.357, - 20.168, - 17.522, 0.0, 0.0, 0.0, @@ -96915,31 +96731,6 @@ 0.0, 0.0, 0.0, - 25.477, - 37.006, - 34.83, - 35.605, - 35.363, - 35.212, - 35.518, - 31.981, - 31.53, - 19.914, - 5.494, - 37.419, - 50.0, - 9.767, - 50.0, - 1.1, - 50.0, - 13.663, - 50.0, - 31.709, - 14.341, - 21.635, - 22.38, - 38.149, - 0.389, 0.0, 0.0, 0.0, @@ -96987,15 +96778,6 @@ 0.0, 0.0, 0.0, - 27.354, - 41.225, - 41.785, - 43.45, - 43.672, - 43.776, - 43.561, - 27.065, - 26.819, 0.0, 0.0, 0.0, @@ -97011,15 +96793,6 @@ 0.0, 0.0, 0.0, - 14.846, - 34.114, - 37.506, - 39.32, - 37.22, - 36.557, - 37.078, - 19.526, - 18.491, 0.0, 0.0, 0.0, @@ -97035,15 +96808,6 @@ 0.0, 0.0, 0.0, - 18.678, - 29.893, - 29.838, - 31.428, - 31.013, - 30.984, - 30.716, - 15.761, - 14.918, 0.0, 0.0, 0.0, @@ -97059,15 +96823,6 @@ 0.0, 0.0, 0.0, - 20.051, - 32.742, - 33.182, - 33.93, - 34.048, - 33.991, - 33.703, - 19.132, - 19.741, 0.0, 0.0, 0.0, @@ -97083,32 +96838,6 @@ 0.0, 0.0, 0.0, - 26.63, - 40.244, - 40.435, - 42.946, - 43.011, - 43.074, - 43.105, - 38.901, - 39.248, - 27.363, - 11.118, - 15.598, - 24.33, - 40.554, - 15.512, - 39.998, - 50.0, - 0.0, - 50.0, - 33.106, - 11.696, - 16.621, - 18.622, - 35.358, - 36.308, - 10.171, 0.0, 0.0, 0.0, @@ -97155,15 +96884,6 @@ 0.0, 0.0, 0.0, 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0.0, + "lifecycle_elecbill_after_tax": 1.3373452327e6, + "lifecycle_storage_capital_costs": 175618.4, + "lifecycle_om_costs_before_tax": 17290.74, + "lifecycle_emissions_cost_climate": 504661.1, + "lifecycle_fuel_costs_after_tax": 0.0, + "lifecycle_capital_costs": 240618.4, + "lifecycle_production_incentive_after_tax": 0.0, + "lifecycle_offgrid_other_capital_costs": 0.0, + "om_and_replacement_present_cost_after_tax": 69226.6647, + "replacements_future_cost_after_tax": 132000.0, + "developer_om_and_replacement_present_cost_after_tax": 69226.6647, + "year_one_om_costs_after_tax": 740.0, + "lifecycle_chp_standby_cost_after_tax": 0.0 + }, + "solver_seconds": 6.136 +} diff --git a/test/scenarios/fuel_cell_with_outage.json b/test/scenarios/fuel_cell_with_outage.json new file mode 100644 index 000000000..ce60a6df8 --- /dev/null +++ b/test/scenarios/fuel_cell_with_outage.json @@ -0,0 +1,66 @@ +{ + "Settings": { + "off_grid_flag": false, + "include_climate_in_objective": false, + "include_health_in_objective": false + }, + "Site": { + "latitude": 21.310, + "longitude": -157.853 + }, + "ElectricLoad": { + "year": 2025, + "critical_load_fraction": 1.0 + }, + "ElectricTariff": { + "blended_annual_energy_rate": 0.25, + "blended_annual_demand_rate": 25 + }, + "ElectricUtility": { + "outage_start_time_step": 2, + "outage_end_time_step": 6 + }, + "Electrolyzer": { + "efficiency_kwh_per_kg": 55.8, + "installed_cost_per_kw": 1413, + "om_cost_per_kw": 66.16, + "om_cost_per_kwh": 0.0005, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0, + "require_compression": true + }, + "Compressor": { + "efficiency_kwh_per_kg": 3.3, + "installed_cost_per_kw": 2612, + "om_cost_per_kw": 5.0, + "om_cost_per_kwh": 0.03, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0 + }, + "HydrogenStorage": { + "soc_min_fraction": 0.0, + "soc_init_fraction": 0.0, + "require_start_and_end_charge_to_be_equal": false, + "capacity_based_per_ts_self_discharge_fraction": 0.0, + "soc_based_per_ts_self_discharge_fraction": 0.0, + "installed_cost_per_kg": 500.0, + "replace_cost_per_kg": 0.0, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "total_itc_fraction": 0.0 + }, + "FuelCell": { + "efficiency_kwh_per_kg": 15.98, + "installed_cost_per_kw": 2655, + "om_cost_per_kw": 16, + "om_cost_per_kwh": 0.0016, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0 + } +} \ No newline at end of file diff --git a/test/scenarios/ghp_inputs.json b/test/scenarios/ghp_inputs.json index 43b816527..abd01faad 100644 --- a/test/scenarios/ghp_inputs.json +++ b/test/scenarios/ghp_inputs.json @@ -59,11 +59,11 @@ "ColdThermalStorage": { "min_gal": 10, "max_gal": 10, - "thermal_decay_rate_fraction": 0.0 + "capacity_based_per_ts_thermal_decay_fraction": 0.0 }, "HotThermalStorage": { "min_gal": 10, "max_gal": 10, - "thermal_decay_rate_fraction": 0.0 + "capacity_based_per_ts_thermal_decay_fraction": 0.0 } } \ No newline at end of file diff --git a/test/scenarios/heat_cool_energy_balance_inputs.json b/test/scenarios/heat_cool_energy_balance_inputs.json index 6d8af917e..30aecc394 100644 --- a/test/scenarios/heat_cool_energy_balance_inputs.json +++ b/test/scenarios/heat_cool_energy_balance_inputs.json @@ -74,13 +74,13 @@ "min_gal": 20000.0, "max_gal": 20000.0, "internal_efficiency_fraction": 0.97, - "thermal_decay_rate_fraction": 0.004 + "capacity_based_per_ts_thermal_decay_fraction": 0.004 }, "ColdThermalStorage":{ "min_gal": 30000.0, "max_gal": 30000.0, "internal_efficiency_fraction": 0.97, - "thermal_decay_rate_fraction": 0.004, + "capacity_based_per_ts_thermal_decay_fraction": 0.004, "soc_init_fraction": 0.1 }, "AbsorptionChiller": { diff --git a/test/scenarios/hydrogen_techs.json b/test/scenarios/hydrogen_techs.json new file mode 100644 index 000000000..aea8991fb --- /dev/null +++ b/test/scenarios/hydrogen_techs.json @@ -0,0 +1,53 @@ +{ + "Settings": { + "off_grid_flag": false, + "include_climate_in_objective": false, + "include_health_in_objective": false + }, + "Site": { + "latitude": 21.310, + "longitude": -157.853 + }, + "ElectricLoad": { + "year": 2025 + }, + "ElectricTariff": { + "blended_annual_energy_rate": 0.25, + "blended_annual_demand_rate": 25 + }, + "HydrogenLoad": { + }, + "Electrolyzer": { + "efficiency_kwh_per_kg": 55.8, + "installed_cost_per_kw": 1413, + "om_cost_per_kw": 66.16, + "om_cost_per_kwh": 0.0005, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0, + "require_compression": true + }, + "Compressor": { + "efficiency_kwh_per_kg": 3.3, + "installed_cost_per_kw": 2612, + "om_cost_per_kw": 5.0, + "om_cost_per_kwh": 0.03, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0 + }, + "HydrogenStorage": { + "soc_min_fraction": 0.0, + "soc_init_fraction": 0.0, + "require_start_and_end_charge_to_be_equal": false, + "capacity_based_per_ts_self_discharge_fraction": 0.0, + "soc_based_per_ts_self_discharge_fraction": 0.0, + "installed_cost_per_kg": 500.0, + "replace_cost_per_kg": 0.0, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "total_itc_fraction": 0.0 + } +} \ No newline at end of file diff --git a/test/scenarios/hydrogen_techs_fixed_sizes.json b/test/scenarios/hydrogen_techs_fixed_sizes.json new file mode 100644 index 000000000..f7393c80d --- /dev/null +++ b/test/scenarios/hydrogen_techs_fixed_sizes.json @@ -0,0 +1,78 @@ +{ + "Settings": { + "off_grid_flag": false, + "include_climate_in_objective": false, + "include_health_in_objective": false + }, + "Site": { + "latitude": 21.310, + "longitude": -157.853 + }, + "ElectricLoad": { + "year": 2025 + }, + "ElectricTariff": { + "blended_annual_energy_rate": 0.25, + "blended_annual_demand_rate": 25 + }, + "Financial": { + "elec_cost_escalation_rate_fraction": 0.0, + "om_cost_escalation_rate_fraction": 0.0, + "offtaker_discount_rate_fraction": 0.0, + "offtaker_tax_rate_fraction": 0.0, + "analysis_years": 25 + }, + "HydrogenLoad": { + }, + "Electrolyzer": { + "min_kw": 12000, + "max_kw": 12000, + "efficiency_kwh_per_kg": 55.8, + "installed_cost_per_kw": 1413, + "om_cost_per_kw": 66.16, + "om_cost_per_kwh": 0.0005, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0, + "require_compression": true + }, + "Compressor": { + "min_kw": 1000, + "max_kw": 1000, + "efficiency_kwh_per_kg": 3.3, + "installed_cost_per_kw": 2612, + "om_cost_per_kw": 5.0, + "om_cost_per_kwh": 0.03, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0 + }, + "HydrogenStorage": { + "min_kg": 500, + "max_kg": 500, + "soc_min_fraction": 0.0, + "soc_init_fraction": 0.0, + "require_start_and_end_charge_to_be_equal": false, + "capacity_based_per_ts_self_discharge_fraction": 0.0, + "soc_based_per_ts_self_discharge_fraction": 0.0, + "installed_cost_per_kg": 500.0, + "replace_cost_per_kg": 0.0, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "total_itc_fraction": 0.0 + }, + "FuelCell": { + "min_kw": 250, + "max_kw": 250, + "efficiency_kwh_per_kg": 15.98, + "installed_cost_per_kw": 2655, + "om_cost_per_kw": 16, + "om_cost_per_kwh": 0.0016, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0.0, + "federal_itc_fraction": 0.0, + "min_turn_down_fraction": 0.0 + } +} \ No newline at end of file diff --git a/test/scenarios/mpc.json b/test/scenarios/mpc.json index f0aa70041..86b2e57da 100644 --- a/test/scenarios/mpc.json +++ b/test/scenarios/mpc.json @@ -94,7 +94,7 @@ "monthly_demand_rates": [10.0], "monthly_previous_peak_demands": [98.0], "tou_demand_rates": [0.0, 15.0], - "tou_demand_time_steps": [ + "tou_demand_ratchet_time_steps": [ [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16, 17, 18, 19, 20, 21, 22, 23, 24] ], diff --git a/test/scenarios/mpc_multinode1.json b/test/scenarios/mpc_multinode1.json index 14cbe1ff1..37789919f 100644 --- a/test/scenarios/mpc_multinode1.json +++ b/test/scenarios/mpc_multinode1.json @@ -94,7 +94,7 @@ "monthly_demand_rates": [10.0], "monthly_previous_peak_demands": [98.0], "tou_demand_rates": [0.0, 15.0], - "tou_demand_time_steps": [ + "tou_demand_ratchet_time_steps": [ [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16, 17, 18, 19, 20, 21, 22, 23, 24] ], diff --git a/test/scenarios/mpc_multinode2.json b/test/scenarios/mpc_multinode2.json index 56932d2b7..1b44daf48 100644 --- a/test/scenarios/mpc_multinode2.json +++ b/test/scenarios/mpc_multinode2.json @@ -95,7 +95,7 @@ "monthly_demand_rates": [10.0], "monthly_previous_peak_demands": [98.0], "tou_demand_rates": [0.0, 15.0], - "tou_demand_time_steps": [ + "tou_demand_ratchet_time_steps": [ [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], [16, 17, 18, 19, 20, 21, 22, 23, 24] ], diff --git a/test/scenarios/re_emissions_with_thermal.json b/test/scenarios/re_emissions_with_thermal.json index fbc0346f1..747f1792e 100644 --- a/test/scenarios/re_emissions_with_thermal.json +++ b/test/scenarios/re_emissions_with_thermal.json @@ -79,7 +79,7 @@ "soc_min_fraction": 0.1 , "soc_init_fraction": 0.5 , "installed_cost_per_gal": 3.0 , - "thermal_decay_rate_fraction": 0.004 , + "capacity_based_per_ts_thermal_decay_fraction": 0.004 , "om_cost_per_gal": 0.0 , "macrs_option_years": 0 , "macrs_bonus_fraction": 0.0 diff --git a/test/scenarios/storage_selfdischarge.json b/test/scenarios/storage_selfdischarge.json new file mode 100644 index 000000000..ae81f3296 --- /dev/null +++ b/test/scenarios/storage_selfdischarge.json @@ -0,0 +1,43 @@ +{ + "Site": { + "longitude": -118.1164613, + "latitude": 34.5794343, + "roof_squarefeet": 5000.0, + "land_acres": 1.0 + }, + "ElectricLoad": { + "doe_reference_name": "RetailStore", + "annual_kwh": 10000000.0, + "year": 2017 + }, + "ElectricStorage": { + "min_kw": 40, + "max_kw": 40, + "min_kwh": 80, + "max_kwh": 80, + "can_grid_charge": false, + "replace_cost_per_kw": 460.0, + "replace_cost_per_kwh": 230.0, + "installed_cost_per_kw": 1000.0, + "installed_cost_per_kwh": 500.0, + "total_itc_fraction": 0.0, + "macrs_option_years": 0, + "macrs_bonus_fraction": 0 + }, + "ElectricTariff": { + "urdb_label": "5ed6c1a15457a3367add15ae" + }, + "PV": { + "min_kw": 0.0, + "max_kw": 0.0 + }, + "Financial": { + "elec_cost_escalation_rate_fraction": 0.026, + "offtaker_discount_rate_fraction": 0.05, + "owner_discount_rate_fraction": 0.05, + "analysis_years": 20, + "offtaker_tax_rate_fraction": 0, + "owner_tax_rate_fraction": 0, + "om_cost_escalation_rate_fraction": 0.025 + } +} \ No newline at end of file diff --git a/xpauth.xpr b/xpauth.xpr new file mode 100644 index 000000000..a1106cc29 --- /dev/null +++ b/xpauth.xpr @@ -0,0 +1,32 @@ 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