Andreas Sumper

Client clustering versus personalization in federated residential load forecasting: A personalization-fair benchmark of accuracy and communication overhead

Residential load forecasting underpins demand response and local energy trading, yet privacy regulations such as the EU GDPR prevent service providers from collecting fine-grained household consumption data. Federated learning (FL) enables collaborative training without raw data exchange, and client clustering widely m...