# Surrogate Model with a Deep Neural Network to Evaluate Gas–Liquid Flow in a Horizontal Pipe

> Research article (Energies, 2020) · cited 28× · AI/ML

**Wikidata**: [openalex:W3007368846](https://www.wikidata.org/wiki/openalex:W3007368846)  
**Source**: https://4ort.xyz/entity/surrogate-model-with-a-deep-neural-network-to-evaluate-gasliquid-flow-in-a-horizontal-pipe