External Scientific Member

My research is focused on AI-Collaborated Computation, Optimization, Optimal Control, Industry

I obtained Ph.D from City University of Hong Kong in 2004, and M.Phil and B.Sc from Nanjing University in 2001 and 1999, respectively. I am now a full professor at Department of Mathematics, The University of Hong Kong. My research areas include various topics in applied mathematics and AI, as well as their applications in Industry.

PhD (2001-2004) City University of Hong Kong, Hong Kong SAR, China
Master (1999-2001) Nanjing University, China
Bachelor in Mathematics (1995-1999) Nanjing University, China

  • M. C. Lai, Y. Song, X.M. Yuan, H.R. Yue, T. Y. Zeng (2025) The Hard-Constraint PINNs for Interface Optimal Control Problems, SIAM Journal on Scientific Computing, Vol. 47, No. 3, C601-C629
  • Y. Song, X.M. Yuan, H.R. Yue (2024) The ADMM-PINNs algorithmic framework for nonsmooth PDE-constrained optimization: a deep learning approach, SIAM Journal on Scientific Computing, Vol. 46, No. 6, C659-C687
  • R. Glowinski, Y. Song, X.M. Yuan, H.R. Yue (2022) Bilinear optimal control of an advection-reaction-diffusion system, SIAM Review, Vol. 64, No. 2, pp. 392-421
  • R. Glowinski, Y. Song, X.M. Yuan (2020) An ADMM numerical approach to linear parabolic state constrained optimal control problems, Numerische Mathematik, Vol. 144, pp. 931-966
Meet our team!