# Innovative deep learning method for predicting the state of health of lithium-ion batteries based on electrochemical impedance spectroscopy and attention mechanisms

> Research article (Frontiers of Chemical Science and Engineering, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4410050525](https://www.wikidata.org/wiki/openalex:W4410050525)  
**Source**: https://4ort.xyz/entity/innovative-deep-learning-method-for-predicting-the-state-of-health-of-lithium-ion-batteries-based-on-electrochemical-imp