Publications

2025

Physics-Assisted Data-Driven Stochastic Reduced-Order Models for Attribution of Heterogeneous Stress Distributions in Low-Grain Polycrystals

Proceedings of the Royal Society A, 2025
Yinling Zhang, Samuel D. Dunham, Curt A. Bronkhorst, Nan Chen*
Paper

Attribution of heterogeneous stress distributions in low-grain polycrystals under conditions leading to damage

International Journal of Plasticity, 2025
Samuel D. Dunham, Yinling Zhang, Nan Chen, Coleman Alleman, Curt A. Bronkhorst*
Paper

CGKN: A Deep Learning Framework for Modeling Complex Dynamical Systems and Efficient Data Assimilation

Journal of Computational Physics, 2025
Chuanqi Chen, Nan Chen, Yinling Zhang, Jinlong Wu*
ArXiv

2024

A Stochastic Conceptual Model for the Coupled ENSO and MJO

Submitted, 2024
Charlotte Moser, Nan Chen*, Yinling Zhang
ArXiv

A Physics-Informed Auto-Learning Framework for Developing Stochastic Conceptual Models for ENSO Diversity

Journal of Climate, 2024
Yinling Zhang, Nan Chen*, Jerome Vialard, Xianghui Fang
ArXiv Paper

2023

Data-Driven Statistical Reduced-Order Modeling and Quantification of Polycrystal Mechanics Leading to Porosity-Based Ductile Damage

Journal of the Mechanics and Physics of Solids, 2023
Yinling Zhang, Nan Chen*, Curt A. Bronkhorst, Hansohl Choc, Robert Argus
ArXiv Paper

Rigorous Derivation of Stochastic Conceptual Models for the El Niño-Southern Oscillation from a Spatially-Extended Dynamical System

Physica D: Nonlinear Phenomena, 2023
Nan Chen, Yinling Zhang*
ArXiv Paper

A Causality-Based Learning Approach for Discovering the Underlying Dynamics of Complex Systems from Partial Observations with Stochastic Parameterization

Physica D: Nonlinear Phenomena, 2023
Nan Chen, Yinling Zhang*
ArXiv Paper