<ul><li>Millions of smart meters have been deployed globally to track household power consumption.</li><li>Traditional methods for estimating appliance energy usage rely on monthly data and static customer information.</li><li>Non-Intrusive Load Monitoring (NILM) aims to disaggregate total power consumption to identify individual appliances' usage.</li><li>NILMFormer, a Transformer-based model, addresses the non-stationary nature of data and outperforms current solutions, deployed by EDF.</li></ul>

NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity

Discover more