# Physics-informed neural networks for hydraulic transient analysis in pipeline systems

> Research article (Water Research, 2022) · cited 60× · AI/ML

**Wikidata**: [openalex:W4283836623](https://www.wikidata.org/wiki/openalex:W4283836623)  
**Source**: https://4ort.xyz/entity/physics-informed-neural-networks-for-hydraulic-transient-analysis-in-pipeline-systems