# Blending deep-learning and observers for improved state of charge estimation in vanadium flow batteries

> Research article (ISA Transactions, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4405611797](https://www.wikidata.org/wiki/openalex:W4405611797)  
**Source**: https://4ort.xyz/entity/blending-deep-learning-and-observers-for-improved-state-of-charge-estimation-in-vanadium-flow-batteries