I am a first-year Ph.D. student in the Control Systems Group at the Department of Electrical Engineering, Eindhoven University of Technology (TU/e), under the guidance of Assistant Professor Amritam Das and Full Professor Roland Toth. My interests center around scientific machine learning, physics, and control theory, with a focus on integrating these fields to advance the modeling and control of complex dynamical systems.

My research focuses on physics-guided learning for electromagnetics.

Publications

[Shiyuan Piao], H. Gu, A. Wang and P. Qin, “A Domain-Adaptive Physics-Informed Neural Network for Inverse Problems of Maxwell’s Equations in Heterogeneous Media,” in IEEE Antennas and Wireless Propagation Letters, vol. 23, no. 10, pp. 2905-2909, Oct. 2024 Link