v0.1.0

ODINN v0.1.0

First release

Closed issues:

• Implicit method needed to solve the SIA (#1)
• Global Parameter setting file (#3)
• Mass balance needs to be added in small timesteps in forward model (#4)
• Use Sparse Arrays for glacier matrices (#5)
• Create fake A(ELA) function (#6)
• Generate training dataset with fake A function (#7)
• Train UDE on A for the SIA PDE (#8)
• A as a function of long-term temperature (#9)
• LoadError: Mutating arrays is not supported using Zygote (#10)
• Include different numerical methods in the DE solvers and add them as parameter options. (#11)
• Initialize UA with stable value (#13)
• Physical constrains in the NN (#17)
• Investigate use of batches for UDE training (#18)
• Optimize code with SparseArrays (#19)
• Loss function using surface velocities (#20)
• Parallelize ice flow model (#21)
• Use initial glacier conditions from OGGM (#25)
• Formalize Python and OGGM installation and folder structure (#30)
• UDE not training with OGGM initial state (#31)
• Train on multiple glaciers (#35)

Merged pull requests:

• Staggered grid keeps original size(H) (#12) (@JordiBolibar)
• Backpropagation working with Tullio + damping ongoing (#14) (@JordiBolibar)
• Diffeqops merge with other branch (#15) (@JordiBolibar)
• Missing dependency added (#23) (@JordiBolibar)
• Training UDEs with ice velocities (V) (#24) (@JordiBolibar)
• Corrections of surface velocity + minor changes (#26) (@facusapienza21)
• ODINN integrated with OGGM (#27) (@JordiBolibar)
• Combined loss function with H and V (#28) (@JordiBolibar)
• Benchmarks added + attempt to normalize loss function (#32) (@JordiBolibar)
• Huge speed-up + Cuffey and Paterson A fake law + Real climate data (#37) (@JordiBolibar)
• Training UDEs with any glacier on Earth (#39) (@JordiBolibar)
• Retraining of UDEs + pretty dataset plots (#41) (@JordiBolibar)
• Notebooks moved to separate repository (#42) (@JordiBolibar)
• First release (#44) (@JordiBolibar)
• Small error fix + repo structural changes (#45) (@JordiBolibar)
• First release (#46) (@JordiBolibar)
• Small error fix + docstrings added for many functions (#47) (@JordiBolibar)
• Compat added to Project.toml and small fix (#48) (@JordiBolibar)
• Compat change for package release (#49) (@JordiBolibar)
• Project fix for package release (#50) (@JordiBolibar)
• Fix on Project.toml for first release (#51) (@JordiBolibar)
• First release (#52) (@JordiBolibar)