# Learning solutions of thermodynamics-based nonlinear constitutive material models using physics-informed neural networks

> Research article (Computational Mechanics, 2024) · cited 49× · AI/ML

**Wikidata**: [openalex:W4390769035](https://www.wikidata.org/wiki/openalex:W4390769035)  
**Source**: https://4ort.xyz/entity/learning-solutions-of-thermodynamics-based-nonlinear-constitutive-material-models-using-physics-informed-neural-networks