Author

Junfeng Tan

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Open access Oct 2026

Constraint-Guided Reinforcement Learning for Microgrid Energy Storage Scheduling Motivated by Virtual Power Plant Applications

The increasing integration of renewable energy and energy storage systems presents challenges for microgrid scheduling under uncertain operating conditions and multiple operational constraints. Conventional reinforcement learning methods may generate infeasible actions, while direct safety clipping can create inconsist...

Jiang-Nan Li, Ji-Ru Jiang, Ming-Yu Ou et al. · Electronics · 0 citations

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. · Frontiers in Energy Research · 0 citations