# SMGformer: integrating STL and multi-head self-attention in deep learning model for multi-step runoff forecasting

> Research article (Scientific Reports, 2024) · cited 31× · AI/ML

**Wikidata**: [openalex:W4403253897](https://www.wikidata.org/wiki/openalex:W4403253897)  
**Source**: https://4ort.xyz/entity/smgformer-integrating-stl-and-multi-head-self-attention-in-deep-learning-model-for-multi-step-runoff-forecasting