Publications (during PhD period)

Journal Papers

• Joost Jeschke, Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. Grammatical-evolution-based parameterized model predictive control for urban traffic networks, Control Engineering Practice, vol. 132, p. 105431, 2023. (Co-first author and corresponding author)

• Anahita Jamshidnejad, Dingshan Sun, Antonella Ferrara, Bart De Schutter. A novel bi-level temporally-distributed MPC approach: An application to green urban mobility, Transportation Research Part C: Emerging Technologies, 156, 104334, 2023. (Co-first author)

• Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. A novel framework combining MPC and deep reinforcement learning with application to freeway traffic control, IEEE Transactions on Intelligent Transportation Systems, 2023.

• Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. Adaptive parameterized model predictive control based on reinforcement learning: A synthesis framework, manuscript submitted to Engineering Applications of Artificial Intelligence, 2023.

Conference Papers

• Willemijn Remmerswaal, Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. Combined MPC and reinforcement learning for traffic signal control in urban traffic networks, 26th International Conference on System Theory, Control and Computing (ICSTCC), Sinaia, Romania, pp. 432-439, October, 2022. (Corresponding author)

• Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. Optimal sub-references for setpoint tracking: A multi-level MPC approach, The 22nd World Congress of the International Federation of Automatic Control (IFAC WC), Yokohama, Japan, July, 2023.

• Dingshan Sun, Anahita Jamshidnejad, Bart De Schutter. Adaptive parameterized control for coordinated traffic management using reinforcement learning, The 22nd World Congress of the International Federation of Automatic Control (IFAC WC), Yokohama, Japan, July, 2023.