# Cloud-based battery failure prediction and early warning using multi-source signals and machine learning

> Research article (Journal of Energy Storage, 2024) · cited 21× · AI/ML

**Wikidata**: [openalex:W4399171423](https://www.wikidata.org/wiki/openalex:W4399171423)  
**Source**: https://4ort.xyz/entity/cloud-based-battery-failure-prediction-and-early-warning-using-multi-source-signals-and-machine-learning