# Model-constrained deep learning for online fault diagnosis in Li-ion batteries over stochastic conditions

> Research article (Nature Communications, 2025) · cited 54× · AI/ML

**Wikidata**: [openalex:W4407572542](https://www.wikidata.org/wiki/openalex:W4407572542)  
**Source**: https://4ort.xyz/entity/model-constrained-deep-learning-for-online-fault-diagnosis-in-li-ion-batteries-over-stochastic-conditions