# State-of-Health Identification of Lithium-Ion Batteries Based on Nonlinear Frequency Response Analysis: First Steps with Machine Learning

> Research article (Applied Sciences, 2018) · cited 47× · AI/ML

**Wikidata**: [openalex:W2805001701](https://www.wikidata.org/wiki/openalex:W2805001701)  
**Source**: https://4ort.xyz/entity/state-of-health-identification-of-lithium-ion-batteries-based-on-nonlinear-frequency-response-analysis-first-steps-with-