19 citations · 44 across the 4 of their papers we have counts for
4 papers
Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives
Hafsa Bousbiat, Roumaysa Bousselidj, Yassine Himeur +5
Consumer's privacy is a main concern in Smart Grids (SGs) due to the sensitivity of energy data, particularly when used to train machine learning models for different services. The…
Complexity of Power Draws for Load Disaggregation
Dominik Egarter, Manfred Pöchacker, Wilfried Elmenreich
Non-Intrusive Load Monitoring (NILM) is a technology offering methods to identify appliances in homes based on their consumption characteristics and the total household demand. Rec…
Integration of Legacy Appliances into Home Energy Management Systems
Dominik Egarter, Andrea Monacchi, Tamer Khatib +1
The progressive installation of renewable energy sources requires the coordination of energy consuming devices. At consumer level, this coordination can be done by a home energy ma…
GREEND: An Energy Consumption Dataset of Households in Italy and Austria
Andrea Monacchi, Dominik Egarter, Wilfried Elmenreich +2
Home energy management systems can be used to monitor and optimize consumption and local production from renewable energy. To assess solutions before their deployment, researchers…