Enhanced Adversarial Attack Resilience in Energy Networks through Energy and Privacy Aware Federated Learning
Habib Ullah Manzoor,
Kamran Arshad,
Khaled Assaleh
et al.
Abstract:The integration of artificial intelligence (AI) into energy networks significantly advanced short-term forecasting, particularly in smart meter applications. However, as distributed energy resources proliferated and energy systems grew in complexity, traditional centralized approaches to data analysis became insufficient in addressing privacy-preserving challenges. Federated learning (FL) emerged as a promising solution, leveraging distributed data sources while safeguarding user privacy. Nonetheless, FL encou… Show more
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