# Early prediction of remaining useful life for Lithium-ion batteries based on a hybrid machine learning method

> Research article (Journal of Cleaner Production, 2021) · cited 164× · AI/ML

**Wikidata**: [openalex:W3181227736](https://www.wikidata.org/wiki/openalex:W3181227736)  
**Source**: https://4ort.xyz/entity/early-prediction-of-remaining-useful-life-for-lithium-ion-batteries-based-on-a-hybrid-machine-learning-method