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张
张文钟 (Wenzhong Zhang)
H指数:32
被引数:5,128
个人简介
"Research Interests: * Shape generation: random sampling of curves and surfaces. * Scientific machine learning: high-dimensional PDEs, FBSDEs, random difference method, time-dependent operator learning. * Wave scattering: fast multipole method (FMM) in layered media, integral equation methods. Employment: Sep. 2021 -- Now, Special Associate Researcher (特任副研究员), Suzhou Institute for Advanced Research, University of Science and Technology of China. Publications, Preprints: (* corresponding author; # equal contribution) (D) Shape sampling: sampling curves without existing shape data D1. Wenzhong Zhang, Discrete Gaussian Free Field Methods for Random Curve Shape Generation, CAGD, 102469, 2025. (C) High-dimensional PDEs (d=10000), FBSDEs, random difference method C2. Wenjun Xu, Wenzhong Zhang*, A deep shotgun method for solving high-dimensional parabolic partial differential equations, J. Sci. Comput. 104 (2), 1-22, 2025. Cp1. Wei Cai, Shuixin Fang, Wenzhong Zhang, Zhou Tao, Martingale deep learning for very high dimensional quasi-linear partial differential equations and stochastic optimal controls, arXiv: 2408.14395, 2024. C1. Wenzhong Zhang, Wei Cai*, FBSDE based neural network algorithms for high-dimensional quasilinear parabolic PDEs, J. Comput. Phys. 470, 111557, 2022. (B) Multi-scale Deep Learning: MscaleDNN, convergence behavior B2. Bo Wang, Heng Yuan, Lizuo Liu, Wenzhong Zhang, Wei Cai*, On spectral bias reduction of multi-scale neural networks for regression problems, Neural Networks 185, 107179, 2025. B1. Bo Wang, Wenzhong Zhang, Wei Cai*, Multi-Scale Deep Neural Network (MscaleDNN) Methods for Oscillatory Stokes Flows in Complex Domains, Comm. Comput. Phys. 28, 2139-2157, 2020. (A) Fast multipole method (FMM) in layered media, convergence analysis, theory of dyadic Green's functions in layer media Ap2. Heng Yuan, Wenzhong Zhang, Bo Wang*, On the computation of the dyadic Green's functions of Maxwell's equations in layered media, arXiv:2601.00709, 2026. Ap1. Heng Yuan#, Bo Wang#, Wenzhong Zhang*, Wei Cai, Fast Multipole Method for Maxwell's Equations in Layered Media, arXiv:2507.18491, 2025. A8. Chunzhi Xiang, Bo Wang*, Wenzhong Zhang, Wei Cai, Fast multipole method for the Laplace equation in half plane with Robin boundary condition, J. Sci. Comput. 105 (81), 1-29, 2025. A7. Wenzhong Zhang, Bo Wang*, Wei Cai, Exponential Convergence Theory of the Multipole and Local Expansions for the 3-D Laplace Equation in Layered Media, Annal. Appl. Math. 39 (2), 99-148, 2023. A6. Wenzhong Zhang, Bo Wang, Wei Cai*, A Matrix Basis Formulation for the Dyadic Green's Functions of Maxwell's Equations in Layered Media, SIAM J. Appl. Math 82 (5), 1710-1732, 2022. A5. Bo Wang, Wenzhong Zhang, Wei Cai*, Fast multipole method for 3-D Poisson-Boltzmann equation in layered electrolyte-dielectric media, J. Comput. Phys. 439, 110379, 2021 A4. Bo Wang, Wenzhong Zhang, Wei Cai*, Fast multipole method for 3-D Laplace equation in layered media, Comput. Phys. Comm. 259, 107645, 2021. A3. Bo Wang, Duan Chen, Bo Zhang, Wenzhong Zhang, Min Hyung Cho, Wei Cai*, Taylor expansion based fast multipole method for 3-D Helmholtz equations in layered media, J. Comput. Phys. 401, 109008, 2020. A2. Wenzhong Zhang, Bo Wang, Wei Cai*, Exponential Convergence for Multipole and Local Expansions and Their Translations for Sources in Layered Media: Two-Dimensional Acoustic Wave, SIAM J. Numer. Anal. 58 (3), 1440-1468, 2020. A1. Bo Wang, Wenzhong Zhang, Wei Cai*, Fast Multipole Method for 3-D Helmholtz Equation in Layered Meda, SIAM J. Sci. Comput. 41 (6), A3954-A3981, 2019."
教育背景
暂无内容
工作经历
2021.09 – 至今
Suzhou Institute for Advanced Research, University of Science and Technology of China
Special Associate Researcher (特任副研究员)
荣誉奖项
暂无内容
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