Solving Unit Commitment Problems with Multi-step Deep Reinforcement Learning. - Jingtao Qin; Nanpeng Yu; Yuanqi Gao (SmartGridComm, 2021)

Reconfigure Distribution Network with Physics-informed Graph Neural Network. - Jingtao Qin; Nanpeng Yu (ISGT EUROPE, 2023)

An Optimization Method-Assisted Ensemble Deep Reinforcement Learning Algorithm to Solve Unit Commitment Problems. - Jingtao Qin; Yuanqi Gao; Mikhail A. Bragin; Nanpeng Yu (IEEE Access, 2023)

Solve Large-scale Unit Commitment Problems by Physics-informed Graph Learning. - Jingtao Qin; Nanpeng Yu (CoRR, 2023)

A novel water distribution model considering the dynamic coupling of canals and gates. - Guilin Tian; Mouchao Lv; Ming Wang; Jingtao Qin; Yingying Wang; Jiankui Yu; Bo Yang (Comput. Electron. Agric., 2025)

Neural Two-Stage Stochastic Optimization for Solving Unit Commitment Problem. - Zhentong Shao; Jingtao Qin; Nanpeng Yu (CoRR, 2025)