custom metering system on the main feed to an occupied residential building. A data
acquisition system samples voltage and current at 100 kHz, then calculates real and reactive
power, harmonics, and other features at 20Hz. A probabilistic eventdetector using the
generalized likelihood ratio (GLR) matches human-labeled events to the time-series of
features. Machine-learning classification was most successful with the 1-nearest-neighbor …