# Smart ring resonator–based sensor for multicomponent chemical analysis via machine learning

> Research article (Photonics Research, 2020) · cited 52× · AI/ML

**Wikidata**: [openalex:W3110127206](https://www.wikidata.org/wiki/openalex:W3110127206)  
**Source**: https://4ort.xyz/entity/smart-ring-resonatorbased-sensor-for-multicomponent-chemical-analysis-via-machine-learning