# A hybrid CNN-Transformer model for ozone concentration prediction

> Research article (Air Quality Atmosphere & Health, 2022) · cited 70× · AI/ML

**Wikidata**: [openalex:W4224257820](https://www.wikidata.org/wiki/openalex:W4224257820)  
**Source**: https://4ort.xyz/entity/a-hybrid-cnn-transformer-model-for-ozone-concentration-prediction