# Machine learning materials physics: Integrable deep neural networks enable scale bridging by learning free energy functions

> Research article (Computer Methods in Applied Mechanics and Engineering, 2019) · cited 111× · AI/ML

**Wikidata**: [openalex:W2907233076](https://www.wikidata.org/wiki/openalex:W2907233076)  
**Source**: https://4ort.xyz/entity/machine-learning-materials-physics-integrable-deep-neural-networks-enable-scale-bridging-by-learning-free-energy-functio