# Hybrid machine learning framework for predictive maintenance and anomaly detection in lithium-ion batteries using enhanced random forest

> Research article (Scientific Reports, 2025) · cited 45× · AI/ML

**Wikidata**: [openalex:W4407767226](https://www.wikidata.org/wiki/openalex:W4407767226)  
**Source**: https://4ort.xyz/entity/hybrid-machine-learning-framework-for-predictive-maintenance-and-anomaly-detection-in-lithium-ion-batteries-using-enhanc