On the Sensitivity of Deep Load Disaggregation to Adversarial Attacks

no code implementations • 14 Jul 2023 • Hafsa Bousbiat, Yassine Himeur, Abbes Amira, Wathiq Mansoor

Non-intrusive Load Monitoring (NILM) algorithms, commonly referred to as load disaggregation algorithms, are fundamental tools for effective energy management.

Adversarial Attack energy management +4

Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives

no code implementations • 17 Apr 2023 • Hafsa Bousbiat, Roumaysa Bousselidj, Yassine Himeur, Abbes Amira, Faycal Bensaali, Fodil Fadli, Wathiq Mansoor, Wilfried Elmenreich

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.

Federated Learning Load Forecasting