# Hybrid deep learning CNN-LSTM model for forecasting direct normal irradiance: a study on solar potential in Ghardaia, Algeria

> Research article (Scientific Reports, 2025) · cited 45× · AI/ML

**Wikidata**: [openalex:W4410034796](https://www.wikidata.org/wiki/openalex:W4410034796)  
**Source**: https://4ort.xyz/entity/hybrid-deep-learning-cnn-lstm-model-for-forecasting-direct-normal-irradiance-a-study-on-solar-potential-in-ghardaia-alge