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Ming-Yu Ou

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Open access Aug 2026

A joint trading mechanism for energy credits and electricity in virtual power plants

With the urgent need to achieve carbon neutrality goals and the rapid development of distributed energy resources, traditional electricity markets face challenges in effectively integrating environmental and economic values, lacking unified mechanisms to simultaneously clear energy and environmental transactions. This...

Ming-Yu Ou, Feng Liu, Menglong Sun et al. · 0 citations
Open access Aug 2026

Edge-native intelligent scheduling for virtual power plants: A multi-scale perception and constrained reinforcement learning approach

EDGE-VPP is presented, an end-to-end scheduling framework that connects fine-grained load perception with safety-aware decision-making across multiple temporal scales and achieves the lowest operating cost and the fewest constraint violations among the evaluated scheduling methods.

Yuandong Jiang, Ming-Yu Ou, Jiangnan Li · 0 citations

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