BIMSA > 焦小沛
助理研究员 焦小沛

团队: 人工智能和机器学习

办公室: A1-206

邮箱: jiaoxiaopei@bimsa.cn

研究方向: 控制理论，代数几何，物理信息神经网络

CV

个人简介

焦小沛，于2017年本科毕业于上海交通大学致远学院（物理班），2022年博士毕业于清华大学数学科学系，师从丘成栋教授（IEEE fellow，前美国伊利诺伊大学芝加哥分校终身教授）。先后在北京雁栖湖应用数学研究院，荷兰特文特大学从事博士后工作（导师Johannes Schmidt-Hieber教授，国际数理统计学会会士）。现研究方向包括控制理论，随机滤波，数值微分方程，物理信息深度学习。获得2025年国家青年科学基金[C类]资助。

研究兴趣

  • 控制理论
  • 代数几何
  • 物理信息神经网络

教育经历

  • 2017 - 2022      清华大学      应用数学      理学博士      (Supervisor: 丘成栋教授)
  • 2013 - 2017      上海交通大学      应用物理学      理学学士      (Supervisor: 蔡申瓯教授)

工作经历

  • 2024 - 2025      荷兰特文特大学      博士后
  • 2022 - 2024      北京雁栖湖应用数学研究院      博士后

荣誉与奖项

  • 2021      清华大学一等奖学金
  • 2015      美国大学生数学建模竞赛一等奖
  • 2014      全国大学生数学竞赛一等奖
  • 2014      全国大学生物理竞赛一等奖

出版物

  • [1] Xiaopei Jiao*, Ji Shi* & Stephen S.-T. Yau, Extended Direct Method: A Time-Varying Kolmogorov Equation Approach for Infinite-Dimensional Optimal Filtering Problems, accepted by IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS (2026)
  • [2] Yusong Ye, Xiaopei Jiao, Mingjun Han, Zhuoqin Yang, The Phase Polarization induced by Homogeneity Structure of Evolving Random Hypergraph, accepted by Physica A: Statistical Mechanics and Its Applications (2026)
  • [3] Ji Shi*, Xiaopei Jiao*, Jiayi Kang*, Songlin Zhou* and Stephen S.-T. Yau, Physics-Informed Neural State Estimation With Model Inaccuracy (2026)
  • [4] Stephen Yau, Xiuqiong Chen, Xiaopei Jiao, Jiayi Kang, Zeju Sun, Yangtianze Tao, Principles of Nonlinear Filtering Theory, Springer (2026)
  • [5] Xiaopei Jiao, Ji Shi, Xiuqiong Chen, Fansheng Xiong*, GsPINN: A novel fast Green kernel solver based on symmetric Physics-Informed neural networks, Neurocomputing, 672, 132706 (2026)
  • [6] Xiaopei Jiao*, Kang J. and Shi J, Finite dimensional filter with non-maximal rank, Communications in Information and Systems, 25(4), 757-785 (2025)
  • [7] Kang J.*, 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)
  • [8] Shayan Hundrieser, Harald Monsuur, Xiaopei Jiao, Alexander Heinlein, Johannes Schmidt-Hieber*, Making physics-informed neural networks robust to PDE misspecification (2025)
  • [9] Shi, J.*, Xiaopei Jiao*, & 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)
  • [10] Lai, X.*, Xiaopei Jiao*, 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)
  • [11] Kang J., Xiaopei Jiao 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)
  • [12] Yu, H., Xiaopei Jiao, & 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)
  • [13] Xiaopei Jiao and Fansheng Xiong, Leveraging Lie Group Symmetries to Enhance Physics-Informed Neural Networks for the Fundamental Solution of Linear PDEs, Arxiv (2023)
  • [14] Xiaopei Jiao, Stephen S-T. Yau, Structure of finite dimensional exact estimation algebra on state dimension 3 and linear rank 2, International Journal of Control, 96(2), 362-373 (2023)
  • [15] 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)
  • [16] Zhang, C.*, Shao, C.*, Xiaopei Jiao*, 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)
  • [17] Xiaopei Jiao, & 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)
  • [18] Xiaopei Jiao, & Lei, J., Dynamics of gene expression based on epigenetic modifications., Communications in Information and Systems (2018)
  • [19] J Shi*, Xiaopei Jiao*, SST Yau, DGLG: A Novel Deep Generalized Legendre-Galerkin Approach To Optimal Filtering Problem, IEEE TRANSACTIONS ON AUTOMATIC CONTROL (2024)
  • [20] Xiaopei Jiao, Stephen S.-T. Yau, Weak form Mitter conjecture on nonmaximal rank estimation algebra: state dimension 4 and rank 3, Journal of Systems Science & Complexity (2024)
  • [21] Xiaopei 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)
  • [22] X Lai*, Xiaopei 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)

 

更新时间: 2026-03-11 10:00:05