# Physics-informed machine learning for high-speed on/off valve performance degradation prediction in water hydraulic manipulator

> Research article (Reliability Engineering & System Safety, 2025) · cited 11× · AI/ML

**Wikidata**: [openalex:W4409214946](https://www.wikidata.org/wiki/openalex:W4409214946)  
**Source**: https://4ort.xyz/entity/physics-informed-machine-learning-for-high-speed-on-off-valve-performance-degradation-prediction-in-water-hydraulic-mani