Combined MPC and reinforcement learning for traffic signal control in urban traffic networks. - Willemijn Remmerswaal; Dingshan Sun; Anahita Jamshidnejad; Bart De Schutter (ICSTCC, 2022)

Adaptive parameterized model predictive control based on reinforcement learning: A synthesis framework. - Dingshan Sun; Anahita Jamshidnejad; Bart De Schutter (Eng. Appl. Artif. Intell., 2024)

A Novel Framework Combining MPC and Deep Reinforcement Learning With Application to Freeway Traffic Control. - Dingshan Sun; Anahita Jamshidnejad; Bart De Schutter (IEEE Trans. Intell. Transp. Syst., 2024)

A Novel Reinforcement-Learning-Based Compensation Strategy for DMPC-Based Day-Ahead Energy Management of Shipboard Power Systems. - Jianfeng Fu; Dingshan Sun; Saeed Peyghami; Frede Blaabjerg (IEEE Trans. Smart Grid, 2024)

CV-MP: Max-Pressure Control in Heterogeneously Distributed and Partially Connected Vehicle Environments. - Chaopeng Tan; Dingshan Sun; Hao Liu 040; Marco Rinaldi; Hans van Lint (CoRR, 2025)