# Review of physics-informed machine learning (PIML) methods applications in subsurface engineering

> Research article (Geoenergy Science and Engineering, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4406873776](https://www.wikidata.org/wiki/openalex:W4406873776)  
**Source**: https://4ort.xyz/entity/review-of-physics-informed-machine-learning-piml-methods-applications-in-subsurface-engineering