# Learning characteristic parameters and dynamics of centrifugal pumps under multiphase flow using physics-informed neural networks

> Research article (Engineering Applications of Artificial Intelligence, 2024) · cited 15× · AI/ML

**Wikidata**: [openalex:W4403081625](https://www.wikidata.org/wiki/openalex:W4403081625)  
**Source**: https://4ort.xyz/entity/learning-characteristic-parameters-and-dynamics-of-centrifugal-pumps-under-multiphase-flow-using-physics-informed-neural