Federated learning-enhanced generative models for non-intrusive load monitoring in smart homes

Problem statement

The goal of NILM is to disaggregate the total power consumption into the individual power consumption of each load. Let \(T = \{ 1, 2, \dots , T \}\) represent the time period, where \(T\) is the total number of time steps. The…