# Forecasting large-scale circulation regimes using deformable convolutional neural networks and global spatiotemporal climate data

> Research article (Scientific Reports, 2022) · cited 15× · AI/ML

**Wikidata**: [openalex:W4280614539](https://www.wikidata.org/wiki/openalex:W4280614539)  
**Source**: https://4ort.xyz/entity/forecasting-large-scale-circulation-regimes-using-deformable-convolutional-neural-networks-and-global-spatiotemporal-cli