# Physics-constrained deep neural network method for estimating parameters in a redox flow battery

> Research article (Journal of Power Sources, 2022) · cited 40× · AI/ML

**Wikidata**: [openalex:W3175518549](https://www.wikidata.org/wiki/openalex:W3175518549)  
**Source**: https://4ort.xyz/entity/physics-constrained-deep-neural-network-method-for-estimating-parameters-in-a-redox-flow-battery