Academic Staff

BEng (Northwestern Polytechnical University); MEng (Beihang University); PhD (University of Warwick, UK)

Area of Specialization

Intelligent control, model predictive control, wind energy, spacecraft control, trajectory planning.

Short Description

Dr. Jingjie Xie received her BEng degree in Information Engineering from Northwestern Polytechnical University, Xian, China, in 2016, and the MEng degree in Control Science and Engineering from Beihang University, Beijing, China, in 2019. She received her PhD degree in Engineering from University of Warwick, UK. She is currently a Research Assistant Professor in the Department of Aeronautical and Aviation Engineering at PolyU. Her current research interests include reinforcement learning, model predictive control, and their applications in wind farm and wind turbine control, fixed-wing UAV control, and spacecraft trajectory planning.

Recruitment

Dr Xie is recruiting Post-doctoral Researchers, Research Assistants, and PhD students with backgrounds in UAVs control, Spacecraft control, Reinforcement learning and MPC. Please send your CV by email if you are interested.

Selected Publications

1. J. Xie, H. Dong, X. Zhao. “Power Regulation and Load Mitigation of Floating Wind Turbines via Reinforcement Learning.” IEEE Transactions on Automation Science and Engineering, Early Access, 2023.
2. J. Xie, X. Zhao, H. Dong. “Data-Driven Torque and Pitch Control of Wind Turbines via Reinforcement Learning.” Renewable Energy, 215, pp.1-10, 2023.
3. H. Dong, J. Xie, X. Zhao. “Wind Farm Control Technologies: From Classical Control to Reinforcement Learning.” Progress in Energy, 4(3), 2022.
4. J. Xie, H. Dong, X. Zhao, A. Karcanias. “Wind Farm Power Generation Control via Double-Network-Based Deep Reinforcement Learning.” IEEE Transactions on Industrial Informatics, 18(4), pp. 2321-2330, 2021.
5. J. Xie, H. Dong, X. Zhao. “Learning-Based Nonlinear Model Predictive Control with Accurate Uncertainty Compensation.” Nonlinear Dynamics, 104, pp. 3827-3843, 2021.
6. Q. Hu, J. Xie, C. Wang. “Dynamic Path Planning and Trajectory Tracking Using MPC for Satellite with Collision Avoidance.” ISA Transactions, 84, pp. 128-141, 2019.
7. Q. Hu, J. Xie, X. Liu. “Trajectory Optimization for Accompanying Satellite Obstacle Avoidance.” Aerospace Science and Technology, 82-83, pp. 220-223, 2018.