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FedNILM: Applying Federated Learning to NILM Applications at the Edge
Non-intrusive load monitoring (NILM) helps disaggregate the household's main electricity consumption to energy usages of individual appliances, thus greatly cutting down the cost in fine-grained household load monitoring.
More Behind Your Electricity Bill: a Dual-DNN Approach to Non-Intrusive Load Monitoring
Non-intrusive load monitoring (NILM) is a well-known single-channel blind source separation problem that aims to decompose the household energy consumption into itemised energy usage of individual appliances.
Plug and Play! A Simple, Universal Model for Energy Disaggregation
Energy disaggregation is to discover the energy consumption of individual appliances from their aggregated energy values.
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