# Physics-Informed Neural Network water surface predictability for 1D steady-state open channel cases with different flow types and complex bed profile shapes

> Research article (Advanced Modeling and Simulation in Engineering Sciences, 2022) · cited 22× · AI/ML

**Wikidata**: [openalex:W4283725612](https://www.wikidata.org/wiki/openalex:W4283725612)  
**Source**: https://4ort.xyz/entity/physics-informed-neural-network-water-surface-predictability-for-1d-steady-state-open-channel-cases-with-different-flow-