# Time series production forecasting of natural gas based on transformer neural networks

> Research article (Geoenergy Science and Engineering, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4407275056](https://www.wikidata.org/wiki/openalex:W4407275056)  
**Source**: https://4ort.xyz/entity/time-series-production-forecasting-of-natural-gas-based-on-transformer-neural-networks