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.
Network-aware electric vehicle coordination for vehicle-to-anything value stacking considering uncer- tainties,
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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.