A Train Energy-saving Operation Optimization Method Based on Safe Reinforcement Learning. - Xiangmeng Jiao; Yonghua Zhou (ICMML, 2024)

Traffic signal control based on deep reinforcement learning using state fusion and trend reward. - Xiaoxue Tan; Yonghua Zhou; Xiangmeng Jiao (Eng. Appl. Artif. Intell., 2025)

Two-Stage Integrated Planning of Energy-Saving Operations of Metro Trains Using MOJS and GWO Algorithms. - Xiangmeng Jiao; Yonghua Zhou; Hamido Fujita (IEEE Trans Autom. Sci. Eng., 2025)

Adjustment of Energy-Saving Train Operations Based on Synergies of All Trains in the Same Power Supply Area. - Xiangmeng Jiao; Yonghua Zhou; Hamido Fujita (IEEE Trans. Intell. Transp. Syst., 2025)

Trajectory optimization of train cooperative energy-saving operation using a safe deep reinforcement learning approach. - Wenguang Niu; Yonghua Zhou; Xiangmeng Jiao; Hamido Fujita; Hanan Aljuaid (Appl. Intell., 2025)