Biography
(只提供英文版)
- Associate Professor in Department of Mathematics at The University of Hong Kong
- Research interests include applied and computational mathematics, particularly in modeling, analysis, and the development of numerical methods for partial differential equations (PDEs) and stochastic differential equations (SDEs) arising in science and engineering
- RFS project — Convection-diffusion type partial differential equation (PDE) systems are important research areas in applied and computational mathematics, with profound implications across diverse fields such as environmental science, chemical engineering, biology, and medical sciences. Accurately solving these PDE systems is essential for simulating real-world phenomena. However, the solutions to many convection-diffusion PDE systems often exhibit large gradients or concentrations at unknown locations, posing significant challenges for mesh-based methods like finite element methods and finite difference methods. This project aims to address these challenges by developing interacting particle-field (IPF) methods and analyzing their convergence and efficiency. In addition, this project will develop a deep particle (DP) method that integrates deep learning, optimal transport, and particle-based computational methods. Furthermore, this project will conduct numerical simulations to solve application problems arising from biomedical and engineering sciences.
- Awards and Honours:
- RGC Research Fellow (2025)
- Outstanding Young Researcher Award of HKU (2022)
Project Title
(只提供英文版)
- Efficient Particle-based Computational Methods and Deep Learning Methods for Convection-diffusion PDE Systems and their Scientific Applications
赞词
张博士长期致力于科学计算研究,成果广受认可。他提出了多种高效数值方法,用于解决科学与工程中的挑战性问题。例如,他研发了结构保持粒子方法计算混沌流与随机流中的有效扩散系数;此外,他还提出了一种交互粒子方法计算椭圆算子的主特征值。粒子方法具有空间无网格和自适应性,适用于求解具有低正则性和高维问题。同时,他在研发基于深度神经网络的偏微分方程求解方法方面也取得了重要进展。
张博士已在科学计算、数值分析及深度学习领域发表论文 60 余篇,其中多篇发表于顶级期刊。这些成果对科学计算领域产生了广泛影响。他还曾获邀在多个国际会议上作报告,包括工业与应用数学学会系列会议及第八届国际华人数学家大会。为表彰其贡献,香港大学于 2022 年授予他「杰出青年研究员奖」。
他还积极服务于学术界。他曾担任工业与应用数学学会东亚分会执行委员会委员,2023-2024 年当选为该委员会秘书,并现任工业与应用数学学会东亚分会副主席。












