# Machine Learning Based Flow Regime Identification using Ultrasonic Doppler Data and Feature Relevance Determination

> Research article (Digital Chemical Engineering, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4286885866](https://www.wikidata.org/wiki/openalex:W4286885866)  
**Source**: https://4ort.xyz/entity/machine-learning-based-flow-regime-identification-using-ultrasonic-doppler-data-and-feature-relevance-determination