# Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving spatial transformers in a case study with ERA5

> Research article (2021) · cited 15× · AI/ML

**Wikidata**: [openalex:W3164858916](https://www.wikidata.org/wiki/openalex:W3164858916)  
**Source**: https://4ort.xyz/entity/towards-physically-consistent-data-driven-weather-forecasting-integrating-data-assimilation-with-equivariance-preserving