# Application of physics-informed neural networks for nonlinear analysis of buried steel pipelines to support pipe reinforcement against ground movement

> Research article (Computers and Geotechnics, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4411132420](https://www.wikidata.org/wiki/openalex:W4411132420)  
**Source**: https://4ort.xyz/entity/application-of-physics-informed-neural-networks-for-nonlinear-analysis-of-buried-steel-pipelines-to-support-pipe-reinfor