# Nonlinear two-scale beam simulations accelerated by thermodynamics-informed neural networks

> Research article (Extreme Mechanics Letters, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4404633922](https://www.wikidata.org/wiki/openalex:W4404633922)  
**Source**: https://4ort.xyz/entity/nonlinear-two-scale-beam-simulations-accelerated-by-thermodynamics-informed-neural-networks