# A new CNN-GRU deep learning framework optimized by CHIO for precise prediction of debris flow velocity

> Research article (Stochastic Environmental Research and Risk Assessment, 2025) · cited 27× · AI/ML

**Wikidata**: [openalex:W4409349708](https://www.wikidata.org/wiki/openalex:W4409349708)  
**Source**: https://4ort.xyz/entity/a-new-cnn-gru-deep-learning-framework-optimized-by-chio-for-precise-prediction-of-debris-flow-velocity