A Data-Driven Method for Modeling Creep-Fatigue Stress-Strain Behavior Using Neural ODEs

Hao Deng, Mark C. Messner

In this paper, we introduce a data-driven machine learning approach for modeling one-dimensional stress-strain behavior under cyclic loading, utilizing experimental data from the n…