# Deep learning methods for atmospheric PM2.5 prediction: A comparative study of transformer and CNN-LSTM-attention

> Research article (Atmospheric Pollution Research, 2023) · cited 95× · AI/ML

**Wikidata**: [openalex:W4384936350](https://www.wikidata.org/wiki/openalex:W4384936350)  
**Source**: https://4ort.xyz/entity/deep-learning-methods-for-atmospheric-pm2-5-prediction-a-comparative-study-of-transformer-and-cnn-lstm-attention