Publications

2024

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

Submitted, 2024
Yinling Zhang, Nan Chen*, Jerome Vialard, Xianghui Fang
ArXiv

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