# Development of Gas–Liquid Flow Regimes Identification Using a Noninvasive Ultrasonic Sensor, Belt-Shape Features, and Convolutional Neural Network in an S-Shaped Riser

> Research article (IEEE Transactions on Cybernetics, 2021) · cited 31× · AI/ML

**Wikidata**: [openalex:W3179746777](https://www.wikidata.org/wiki/openalex:W3179746777)  
**Source**: https://4ort.xyz/entity/development-of-gasliquid-flow-regimes-identification-using-a-noninvasive-ultrasonic-sensor-belt-shape-features-and-convo
