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NILM-Dataset

The repository contains the Dataset collected and deployed in the paper "Exploring Frequency-domain Features for Lightweight Non-Intrusive Load Monitoring On Edge-Devices." Non-Intrusive Load Monitoring (NILM) implies disaggregating the power consumption of individual appliances from a single power measurement point. The Dataset has been recorded employing a MCU-based measurement node. The appliances collected in the Dataset are the following:

0: 'Nothing', 1: 'LightBulb', 2: 'ElectricMoka', 3: 'HeadPhones', 4: 'PowerBank', 5: 'WaveFormGenerator', 6: 'Fan1', 7: 'Fan2', 8: 'Fan3', 9: 'Microwaveidle', 10: 'MicrowaveStarting', 11: 'MicrowaveOn', 12: 'Laptop', 13: 'Monitor', 14: 'SmartPhoneCharger', 15: 'MACthread1', 16: 'MACthreads2', 17: 'MACthreads3', 18: 'MACthreads4', 19: 'MACVideo'

The folders hold the following contents:

  • logs: Raw current and voltage
  • labeled: Raw current and voltage + appliance labels
  • data: Extracted features