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Author

Wentao Ma

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Conference Aug 2026

A Reinforcement Learning Scheduling Method for Distribution Network Photovoltaic Carrying Capacity for Seasonal Time-series Assessment

High-dimensional continuous controls introduced by photovoltaic (PV) inverters, SVCs, flexible loads, and energy storage make reinforcement-learning scheduling difficult in PV-rich distribution networks. This paper proposes an electrical-structure-guided reinforcement-learning method to improve PV hosting capacity. A s...

Hai-Feng Liang, Zheng-Xi Chen, Wen-Tao Ma et al. · 0 citations
Open access Aug 2026

A Bayesian composite risk approach for stochastic optimal control and Markov decision processes

The new modeling paradigm subsumes several classical SOC/MDP formulations, including risk-averse and distributionally robust SOC/MDPs as well as partially observed and Bayes-adaptive MDPs, and generates so-called preference robust SOC/MDP models.

Wen-Tao Ma, Zhi-Ping Chen, Huifu Xu · 1 citation

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