# Predicting battery end of life from solar off-grid system field data using machine learning

> Research article (Joule, 2021) · cited 103× · AI/ML

**Wikidata**: [openalex:W3184270535](https://www.wikidata.org/wiki/openalex:W3184270535)  
**Source**: https://4ort.xyz/entity/predicting-battery-end-of-life-from-solar-off-grid-system-field-data-using-machine-learning