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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Qiuchen Zhang

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Open access Aug 2026

Physics-Informed Reinforcement Learning Framework for Real-Time Coordination of EV Charging with Renewable Energy Sources

We made a Physics-Informed Reinforcement Learning (PI-RL) framework to coordinate the charging stations for electric vehicles (EVs) in real time. These stations are powered by different renewable energy sources (RES), like wind and photovoltaic (PV). Our methodology explicitly integrates energy conservation laws, state...

Qiuchen Zhang · 0 citations

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