# Advanced health state intelligent diagnosis of lithium-ion batteries based on CNN-WNN-WBiLSTM model with attention mechanism

> Research article (Automatika, 2025) · cited 14× · AI/ML

**Wikidata**: [openalex:W4407414357](https://www.wikidata.org/wiki/openalex:W4407414357)  
**Source**: https://4ort.xyz/entity/advanced-health-state-intelligent-diagnosis-of-lithium-ion-batteries-based-on-cnn-wnn-wbilstm-model-with-attention-mecha