# Electrochemical impedance spectroscopy image transformation-based convolutional neural network for diagnosis of external environment classification affecting abnormal aging of Li-ion batteries

> Research article (Applied Energy, 2023) · cited 16× · AI/ML

**Wikidata**: [openalex:W4378637296](https://www.wikidata.org/wiki/openalex:W4378637296)  
**Source**: https://4ort.xyz/entity/electrochemical-impedance-spectroscopy-image-transformation-based-convolutional-neural-network-for-diagnosis-of-external