Chuanqi ChenPostdoctoral Scholar

Research Focus:

AI for Climate

Email:

chuanqichen@uchicago.edu

Office:

Hinds 531

Research Interests

Scientific Machine Learning;  Uncertainty Quantification; Data Assimilation; Generative AI

Biography 

Ph.D. in Mechanical Engineering, University of Wisconsin–Madison, 2026

M.S. in Industrial Engineering, Georgia Institute of Technology, 2022

B.S. in Statistics, University of Illinois Urbana–Champaign, 2019

Selected Publications 

• Chuanqi Chen, Zhongrui Wang, Nan Chen, Jin-Long Wu. Modeling Partially Observed Nonlinear Dynamical Systems and Efficient Data Assimilation via Discrete-Time Conditional Gaussian Koopman Network. Computer Methods in Applied Mechanics and Engineering, 445:118189, 2025.

• Chuanqi Chen, Nan Chen, Yinling Zhang, and Jin-Long Wu. CGKN: A Deep Learning Framework for Modeling Complex Dynamical Systems and Efficient Data Assimilation. Journal of Computational Physics, 532:113950, 2025.

• Chuanqi Chen, Jin-Long Wu. Neural Dynamical Operator: Continuous Spatial-Temporal Model with Gradient-Based and Derivative-Free Optimization Methods. Journal of Computational Physics, 520:113480, 2025.