Xiaopei Jiao
Assistant Professor
Group: Geometry, Intelligent Control, and Bioinformatics Interdisciplinary
Office: A1-206
Email: jiaoxiaopei@bimsa.cn
Research Field: Control theory, Numerical PDE, Physics-Informed machine learing
Biography
Jiao Xiaopei graduated with a bachelor's degree from the Zhi Yuan College of Shanghai Jiao Tong University (Physics Department) in 2017 and obtained his PhD from the Department of Mathematical Sciences at Tsinghua University in 2022, under the guidance of Professor Stephen Shing-Toung Yau (IEEE Fellow, former tenured professor at the University of Illinois at Chicago). He has conducted postdoctoral research at the Beijing Institute of Mathematica Science and Application and at the University of Twente in the Netherlands (under the guidance of Professor Johannes Schmidt-Hieber, Fellow of the Institute of Mathematical Statistics). His current research interests include control theory, numerical partial differential equations, and bioinformatics.
Research Interest
- Finite dimensional filter
- Yau-Yau filtering method
- Physics-Informed neural network
Education Experience
- 2017 - 2022 Tsinghua University Mathematics Ph.D (Supervisor: Prof. Stephen S.-T. Yau, IEEE life fellow)
- 2013 - 2017 Shanghai Jiao Tong University Physics B.Sc. (Supervisor: Prof. David Shen-Ou Cai)
Work Experience
- 2024 - 2024 University of Twente Postdoctoral researcher
- 2022 - 2024 Beijing Institute of Mathematical Sciences and Applications Postdoctoral researcher
Honors and Awards
- 2021 First class scholarship, Tsinghua University.
- 2015 Meritourious Award in the Mathematical Contest in Modeling (MCM), U.S.
- 2014 First prize in the Chinese Mathematics Competitions
- 2014 First prize in the Chinese Physics Competitions
Publication
- [1] Jiao, X*, Kang J. and Shi J, Finite dimensional filter with non-maximal rank, accepted by Communications in Information and Systems (2025)
- [2] Yusong Ye, Xiaopei Jiao, Zhuoqin Yang, The Phase Polarization induced by Homogeneity Structure of Evolving Random Hypergraph (2025)
- [3] Jiayi Kang*, Xiaopei Jiao*, and Stephen S.-T. Yau, Estimation of the Linear System via Optimal Transportation and Its Application for Missing Data Observations, IEEE Transactions on Automatic Control (2025)
- [4] Jiao, X.*, Ji Shi* & Yau, S. S. T., Extended Direct Method: A Time-Varying Schr\"odinger Equation Approach for Infinite-Dimensional Optimal Filtering problems (2024)
- [5] Shi, J.*, Jiao, X.*, & Yau, S. S.-T., A Novel Logarithmic Transformed Deep Galerkin Approach to Optimal Filtering Problem, Proceeding of 2024 IEEE 63rd Conference on Decision and Control (CDC) (2024)
- [6] Xiaopei Jiao, Fansheng Xiong*, GsPINN: A novel fast Green kernel solver based on symmetric Physics-Informed neural networks (2024)
- [7] Lai, X.*, Jiao, X.*, Zhang, H., & Lei, J., Computational modeling reveals key factors driving treatment-free remission in chronic myeloid leukemia patients, NPJ Systems Biology and Applications, 10(1), 45 (2024)
- [8] Kang J., Jiao X. and Stephen S-T. Yau, Finite Dimensional Estimation Algebra For Time-varying Filtering System and Optimal Transport Particle Filter: A Tangent Flow Point of View, IEEE Transactions on Aerospace and Electronic Systems (2023)
- [9] Yu, H., Jiao, X., & Yau, S. S. T., Complete Classification of Finite Dimensional Estimation Algebras with State Dimension N, Linear Rank n-1 and Constant Wong Matrix., IEEE TRANSACTIONS ON AUTOMATIC CONTROL (2023)
- [10] Stephen S-T. Yau, Xiaopei Jiao, Structure of finite dimensional exact estimation algebra on state dimension 3 and linear rank 2, International Journal of Control, 96(2023), 2, 362-373
- [11] Zhang, C.*, Shao, C.*, Jiao, X.*, Bai, Y., Li, M., Shi, H., Lei, J., Zhong, X., Individual cell‐based modeling of tumor cell plasticity‐induced immune escape after CAR‐T therapy, Computational and Systems Oncology, 1(3), e21029 (2021)
- [12] Xiaopei Jiao*, Shaojun Pei*, Zeju Sun, Jiayi Kang and Stephen S.-T. Yau, Determination of the nucleotide or amino acid composition of genome or protein sequences by using natural vector method and convex hull principle, Fundamental Research, 1(5), 559-564 (2021)
- [13] Jiao, X., & Yau, S. S. T., New classes of finite dimensional filters with nonmaximal rank estimation algebra on state dimension n and linear rank n-2, SIAM JOURNAL ON CONTROL AND OPTIMIZATION (2020)
- [14] Jiao, X., & Lei, J., Dynamics of gene expression based on epigenetic modifications., Communications in Information and Systems (2018)
- [15] X Jiao, SST Yau, Finite-dimensional estimation algebra on arbitrary state dimension with nonmaximal rank: linear structure of Wong matrix, International Journal of Control, 97(11), 2669-2676 (2024)
- [16] X Jiao, SST Yau, Weak form Mitter conjecture on nonmaximal rank estimation algebra: state dimension 4 and rank 3, Journal of Systems Science & Complexity (2024)
- [17] J Shi*, X Jiao*, SST Yau, DGLG: A Novel Deep Generalized Legendre-Galerkin Approach To Optimal Filtering Problem, IEEE TRANSACTIONS ON AUTOMATIC CONTROL (2024)
- [18] X Lai*, X Jiao*, H Zhang, J Lei, Mechanism of treatment-free remission in patients with chronic myeloid leukemia revealed by a computational model of CML evolution, bioRxiv (2022)
- [19] STY Stephen, X Chen, X Jiao, J Kang, Z Sun, Y Tao, Principles of Nonlinear Filtering Theory,
Update Time: 2025-10-19 17:00:06