# A Physics-Informed Neural Networks (PINN) oriented approach to flow metering in oil wells: an ESP lifted oil well system as a case study

> Research article (Digital Chemical Engineering, 2022) · cited 32× · AI/ML

**Wikidata**: [openalex:W4295067099](https://www.wikidata.org/wiki/openalex:W4295067099)  
**Source**: https://4ort.xyz/entity/a-physics-informed-neural-networks-pinn-oriented-approach-to-flow-metering-in-oil-wells-an-esp-lifted-oil-well-system-as