焦小沛
助理研究员
团队: 几何与智能控制及生物信息交叉
办公室: A1-206
邮箱: jiaoxiaopei@bimsa.cn
研究方向: 控制理论,随机滤波算法,偏微分方程数值算法,物理信息机器学习
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,数值偏微分方程,生物信息学。获得2025年国家青年科学基金[C类]资助。
研究兴趣
- 有限维滤波
- 丘-丘滤波方法
- 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] 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,
更新时间: 2025-10-16 12:00:07