康家熠
助理研究员
团队: 几何与智能控制及生物信息交叉
办公室: A12-108
邮箱: kangjiayi@bimsa.cn
研究方向: 控制, 滤波, 机器学习
研究兴趣
- 控制理论
- 滤波理论与采样理论
- 机器学习的数学理论
- 微分方程数值解
- 生物信息学
教育经历
- 2019 - 2024 清华大学 数学 理学博士 (Supervisor: 丘成栋)
- 2015 - 2019 四川大学 数学与应用数学 理学学士
工作经历
- 2024 - 2025 北京雁栖湖应用数学研究院 助理研究员
出版物
- [1] Xiang Shi, Jiayi Kang, Nan Sun, Xin Zhao, Stephen S.-T. Yau, Multi-perspective Natural Vector for Virus Feature Description, accepted by Journal of computational biology (2025)
- [2] Yikun Li, Jiayi Kang, Tong Guo, Wanrun Xia, Yao Mao, On Extended State Based Maximum Correntropy Kalman Filter, accepted by IEEE control systems letters (2025)
- [3] Jiayi Kang, Xiuqiong Chen, and Stephen S.-T. Yau, Explicit Convergence analyses of PDE-based filtering algorithms, SIAM Journal on Control and Optimaization (2025)
- [4] Ruifeng Dong*, Ming Wang*, Ning Liu, Tong Guo, Jiayi Kang#, Xiaojing Shen, Yao Mao , DIFNet: Decentralized Information Filtering Fusion Neural Network with Unknown Correlation in Sensor Measurement Noises, IEEE Transactions on Neural Networks and Learning Systems (2025)
- [5] Qin Chang,Jiayi Kang#, Tong Guo, Yao Mao, Continuous-Discrete Feedback Particle Filter with Intermittent Observation: Balancing Performance and Communication Rate (2025)
- [6] Luyao Zhang, Jiayi Kang, Ru Qian, Tong Guo, Yao Mao, Distributed Simultaneous Input and State Estimation Based on Consensus Optimization (2025)
- [7] Yikun Li, Jiayi Kang, Tong Guo, Chang Qin,Wanrun Xia, Yao Mao, Twice-Extended State based Kalman Filter, accepted by China Automation Congress 2025 (2025)
- [8] Jiayi Kang, Yuzhong Hu, Xiaoming Zhang, Stephen S.-T. Yau, A varitional approach for solving filtering problem via Yau-Yau algorithm (2025)
- [9] Wanrun Xia, Yikun Li, Luyao Zhang, Jiayi Kang, Tong Guo, Qiliang Bao, Yao Mao, A Robust Distributed Diffusion Kalman Filter under Malicious Attacks (2025)
- [10] Tong Guo, Jiayi Kang, Ruifeng Dong, Xiaoxu Lyu, Yao Mao, Ling Shi, Sensor Selection for Multi-sensor Networks Based on Pseudo-linear Kalman Filtering (2025)
- [11] Tong Guo, Jiayi Kang, Xinyuan Huang, Xiaoxu Lyu, Yao Mao, Ling Shi, Stochastic Event-triggered Estimation for Bearings-only Measurements (2025)
- [12] Ning Liu, Ruifeng Dong, Tong Guo, Ming Wang, Jiayi Kang, Yao Mao, PLKFNet: A Data-Driven Pseudolinear Kalman Filter for Bearings-Only Measurment (2025)
- [13] Wenhui Dong, Jiayi Kang and Stephen S.-T. Yau, Splitting-up Method for Zakai Equation with $\alpha$-Stable L\'evy Noise: Convergence Analysis and Applications to Nonlinear Filtering Problems (2025)
- [14] Yuzhong Hu, Jiayi Kang, Lei Ma, and Xiaoming Zhang, A novel implementation of Yau-Yau filter for time-variant nonlinear problems, accepted by Data Analytics and Topology (2025)
- [15] Xiuqiong Chen*, Jiayi Kang* and Stephen S.-T. Yau, Continuous Discrete Optimal Transportation Particle Filter, Asian Journal of Mathematics (2025)
- [16] Luyao Zhang, Tong Guo, Jiayi Kang, Ning Liu, Wangrun Xia, Yao Mao, A Distributed Diffusion Bound Optimal Filter for Nonlinear Systems, accepted by 44th Chinese Control Conference (2025)
- [17] Tong Guo, Jiayi Kang*, Ruifeng Dong, Luyao Zhang, Yao Mao, Pseudo-linear variational adaptive filter for angle-only observation (2025)
- [18] 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)
- [19] Yangtianze Tao, Xiuqiong Chen, Jiayi Kang, and Stephen S.-T. Yau, Universal Approximation Capacity of Bidirectional Recurrent Neural Networks with Noisy Sequential Inputs, submitted to Automatica (2025)
- [20] Y Tao, J Kang, SST Yau, The Stochastic Stability Analysis for Outlier Robustness of Kalman-type Filtering Framework Based on Correntropy-Induced Cost, IEEE Transactions on Automatic Control (2024)
- [21] Jiayi Kang, Andrew Salmon and Stephen S.-T. Yau, Nonexistence of finite-dimensional estimation algebras on closed smooth manifolds, arXiv preprint arXiv:2410.08689 (2024)
- [22] Xiuqiong Chen, Jiayi Kang and Stephen S.-T. Yau, Time-varying feedback particle filter, Automatica, 167, 111740 (2024)
- [23] Stephen S-T. Yau, Yangtianze Tao, and Jiayi Kang, Maximum Correntropy Ensemble Kalman Filter, accepted by proceedings of the 2023 62nd IEEE Conference on Decision and Control(2023)
- [24] 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)
- [25] Y Tao, J Kang, SST Yau, Neural projection filter: Learning unknown dynamics driven by noisy observations, IEEE Transactions on Neural Networks and Learning Systems (2023)
- [26] Stephen S-T. Yau, Jiayi Kang and Andrew Salmon, Log-concave posterior densities arising in continuous filtering and a maximum a posteriori algorithm, SIAM Journal on Control and Optimization, 64(2023), 4, 2407-2424
- [27] Kang, Jiayi, Xiuqiong Chen, Yangtianze Tao, and Stephen Shing-Toung Yau, Optimal transportation particle filter for linear filtering systems with correlated noises, IEEE Transactions on Aerospace and Electronic Systems, 58(6), 5190-5203 (2022)
- [28] Xiuqiong Chen*, Jiayi Kang*, Mina Teicher, and Stephen S.-T. Yau, A New Linear Regression Kalman Filter with Symmetric Samples, Symmetry, 13(11), 2139 (2021)
- [29] 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)
- [30] STY Stephen, X Chen, X Jiao, J Kang, Z Sun, Y Tao, Principles of Nonlinear Filtering Theory,
更新时间: 2025-10-20 17:00:09