# Physically recurrent neural networks for path-dependent heterogeneous materials: Embedding constitutive models in a data-driven surrogate

> Research article (Computer Methods in Applied Mechanics and Engineering, 2023) · cited 70× · AI/ML

**Wikidata**: [openalex:W4320519002](https://www.wikidata.org/wiki/openalex:W4320519002)  
**Source**: https://4ort.xyz/entity/physically-recurrent-neural-networks-for-path-dependent-heterogeneous-materials-embedding-constitutive-models-in-a-data-