Prosumer Cost Efficiency and Ensuring Grid Stability Through a Hierarchical PPO Framework in Decentralized Community Energy Management

This research introduces a methodology based on reinforcement learning to address the cost reduction challenges faced by prosumers in a smart home-based community. The proposed method tackles the unpredictability of distributed energy resources (DERs) and the heterogeneity of prosumers by introducin...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Ajay Singh, Bijaya Ketan Panigrahi
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Energy management artificial intelligence machine learning reinforcement learning neural network demand response
Online Access:	https://ieeexplore.ieee.org/document/10891595/