# Black-box real-time identification of sub-regime of gas-liquid flow using Ultrasound Doppler Velocimetry with deep learning

> Research article (Energy, 2021) · cited 28× · AI/ML

**Wikidata**: [openalex:W3206115426](https://www.wikidata.org/wiki/openalex:W3206115426)  
**Source**: https://4ort.xyz/entity/black-box-real-time-identification-of-sub-regime-of-gas-liquid-flow-using-ultrasound-doppler-velocimetry-with-deep-learn