People

Research Fellow

Chen Xiaoli

Title

Research Fellow

Degree

PhD

Research Interests

Dynamical system and machine learning

Research Group

Prof Li Qianxiao

Selected Publications

  • Jianyu Hu, Xiaoli Chen, Jinqiao Duan, An Onsager-Machlup approach to the most probable transitionpathway for a genetic regulatory network, Chaos, 2022, ISSN:1054-1500.
  • Xiaoli Chen, Liu Yang, Jinqiao Duan, George Em Karniadakis, Solving inverse stochastic problems from discrete particle observations using the Fokker-Planck equation and physics-informed neural networks, SIAM Journal on Scientific Computing, 43(3), B811-B830, 2021, ISSN: 1064-8275.
  • Xiaoli Chen, Jinqiao Duan, George Em Karniadakis, Learning and Meta-Learning of Stochastic Advection-Diffusion-Reaction Systems from Sparse Measurements, European Journal of Applied Mathematics, 32(3), 397-420, 2021, ISSN:0956-7925.
  • Xiaoli Chen, Jinqiao Duan, Nonlocal dynamics for non-Gaussian systems arising in biophysical modeling, Communications on Applied Mathematics and Computation, 2(2), 201-213, 2020, ISSN: 2096-6385.
  • Xiaoli Chen, Fengyan Wu, Jinqiao Duan, Jürgen Kurths, Xiaofan Li. Most probable dynamics of a genetic regulatory network under stable Lévy noise. Applied Mathematics and Computation, 348, 425-436, 2019, ISSN:0096-3003.
  • Fengyan Wu, Xiaoli Chen, Yayun Zheng, Jinqiao Duan, Jürgen Kurths, Xiaofan Li, Lévy noise-induced transition and enhanced stability in a gene regulatory network. Chaos, 28(7), 075510, 2018, ISSN:1054-1500.