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ConsenNet-based Fully Decentralized MARL for Residential Flexibility Coordination in Resilient Community Microgrids

delete2026-05-05
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PRE
AI
P
Peixian Huang
C
Cheng Ma
M
Mingze Xu
H
Haochen Hua
J
Jin Zhao
S
Shunbo Lei *
DOI:10.1016/j.enbuild.2026.117583delete
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Abstract

Abstract

En 中文
• Resilient operation strategy of community microgrids under limited external grid supply is investigated. • Residential flexibility from RESs, energy storage systems, EVs, and heating loads is jointly coordinated. • A fully decentralized MARL approach is developed for resilient community microgrid. • ConsenNet-based updates enable scalable and privacy-preserving inter-agent coordination without centralized training. • The proposed approach consistently outperforms state-of-the-art MARL benchmarks.
Keywords:
Resilient community microgrids
Residential flexibility coordination
Multi-agent reinforcement learning
ConsenNet
Decentralized control

Journal

Energy and Buildings cover
Energy and Buildings
IF:
7.1
Papers:
1.5W
Citations:
6.8W

Organization

T
the chinese university of hong kong
Scholars:
3.5K
Papers: 1.7K
Citations: 0
H
hohai university
Scholars:
4.9K
Papers: 2.1K
Citations: 0
T
Trinity College Dublin
Scholars:
2.3W
Papers: 1.9W
Citations: 2.7W
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