# Cost, performance prediction and optimization of a vanadium flow battery by machine-learning

> Research article (Energy & Environmental Science, 2020) · cited 113× · AI/ML

**Wikidata**: [openalex:W3088746557](https://www.wikidata.org/wiki/openalex:W3088746557)  
**Source**: https://4ort.xyz/entity/cost-performance-prediction-and-optimization-of-a-vanadium-flow-battery-by-machine-learning