# Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning

> Research article (Nature Communications, 2020) · cited 811× · AI/ML

**Wikidata**: [openalex:W3010408268](https://www.wikidata.org/wiki/openalex:W3010408268)  
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