# Two-Phase Flow Pattern Identification in Vertical Pipes Using Transformer Neural Networks

> Research article (Inventions, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4390976459](https://www.wikidata.org/wiki/openalex:W4390976459)  
**Source**: https://4ort.xyz/entity/two-phase-flow-pattern-identification-in-vertical-pipes-using-transformer-neural-networks