# Physics-Informed Neural Networks in Materials Modeling and Design: A Review

> Research article (Archives of Computational Methods in Engineering, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4416380094](https://www.wikidata.org/wiki/openalex:W4416380094)  
**Source**: https://4ort.xyz/entity/physics-informed-neural-networks-in-materials-modeling-and-design-a-review