# Opportunities and challenges in transformer neural networks for battery state estimation: Charge, health, lifetime, and safety

> Research article (Journal of Energy Chemistry, 2024) · cited 43× · AI/ML

**Wikidata**: [openalex:W4404633977](https://www.wikidata.org/wiki/openalex:W4404633977)  
**Source**: https://4ort.xyz/entity/opportunities-and-challenges-in-transformer-neural-networks-for-battery-state-estimation-charge-health-lifetime-and-safe