个人简介

研究兴趣

• 非线性滤波和算法
• 滤波理论与深度学习
• 随机控制和非线性滤波
• 随机偏微分方程数值解

教育经历

• 2020 - 2025 | 清华大学 | 数学 | Ph.D | (Supervisor: 丘成栋)
• 2016 - 2020 | 清华大学 | 数学 | Bachelor

工作经历

• 2025 - -- | BIMSA | 助理研究员

出版物

• [1] W Cao, T Zhang, Z Sun, C Liu, SST Yau, SE Li, Nonlinear Bayesian Filtering with Natural Gradient Gaussian Approximation, accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (2026)
• [2] Z Sun, X Chen, SST Yau, On the Convergence Analysis of Yau-Yau Nonlinear Filtering Algorithm: from a Probabilistic Perspective, accepted by SIAM Journal on Control and Optimization (2026)
• [3] Stephen Yau, Xiuqiong Chen, Xiaopei Jiao, Jiayi Kang, Zeju Sun, Yangtianze Tao, Principles of Nonlinear Filtering Theory, Springer (2026)
• [4] Z Sun, J Kang, X Chen, SST Yau, A tutorial on Yau-Yau nonlinear filtering algorithm: from model-driven to data-driven, Communications in Information and Systems, 26(1), 119-149 (2026)
• [5] Z Sun, X Chen, SST Yau, Recurrent neural network spectral method and its application in stable filtering problems, Automatica, 173, 112067 (2025)
• [6] Z Sun, SST Yau, The Applications of Yau-Yau Algorithm on McKean-Vlasov Filtering Problem, Journal of Systems Science and Complexity, 38(1), 79-97 (2025)
• [7] Xiuqiong Chen*, Zeju Sun*, Yangtianze Tao, and Stephen Shing-Toung Yau, A Uniform Framework of Yau-Yau Algorithm Based on Deep Learning with the Capability of Overcoming the Curse of Dimensionality, IEEE Transactions on Automatic Control, 70(1), 339-354 (2024)
• [8] Z Sun, SST Yau, Solving nonlinear filtering problems with correlated noise based on Hermite–Galerkin spectral method, Automatica, 156, 111176 (2023)
• [9] 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)
• [10] Z Sun, S Pei, RL He, SST Yau, A novel numerical representation for proteins: three-dimensional chaos game representation and its extended natural vector, Computational and Structural Biotechnology Journal, 18, 1904-1913 (2020)