TL-MAPPO enables safe decentralized EV VPP operation under limited visibility, cutting voltage violations by 45% and costs by 10% versus baselines on a 33-bus network.
EV charging command fast allocation approach based on deep reinforcement learning with safety modules
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Safe Decentralized Operation of EV Virtual Power Plant with Limited Network Visibility via Multi-Agent Reinforcement Learning
TL-MAPPO enables safe decentralized EV VPP operation under limited visibility, cutting voltage violations by 45% and costs by 10% versus baselines on a 33-bus network.