# An improved model for gas-liquid flow pattern prediction based on machine learning

> Research article (Journal of Petroleum Science and Engineering, 2019) · cited 66× · AI/ML

**Wikidata**: [openalex:W2967002257](https://www.wikidata.org/wiki/openalex:W2967002257)  
**Source**: https://4ort.xyz/entity/an-improved-model-for-gas-liquid-flow-pattern-prediction-based-on-machine-learning
