A Privacy-Preserving RL-Based Secure Charging Coordinator Using Efficient FL for Smart Grid Home Batteries

A Privacy-Preserving RL-Based Secure Charging Coordinator Using Efficient FL for Smart Grid Home Batteries

Smart power grids (SGs) enhance efficiency, reliability, and sustainability by integrating distributed energy resources (DERs) such as solar panels and wind turbines. A key challenge in SGs is managing home battery charging during periods of insufficient renewable energy generation to ensure fairnes...

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Bibliographic Details
Main Authors: Amr A. Elshazly, Islam Elgarhy, Mohamed Mahmoud, Mohamed I. Ibrahem, Maazen Alsabaan
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Energies
Subjects:
privacy-preservation
security
federated learning
charging coordination
false data injection
reinforcement learning
Online Access:https://www.mdpi.com/1996-1073/18/4/961
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