# Early prediction of remaining useful life for lithium-ion batteries based on CEEMDAN-transformer-DNN hybrid model

> Research article (Heliyon, 2023) · cited 39× · AI/ML

**Wikidata**: [openalex:W4382932818](https://www.wikidata.org/wiki/openalex:W4382932818)  
**Source**: https://4ort.xyz/entity/early-prediction-of-remaining-useful-life-for-lithium-ion-batteries-based-on-ceemdan-transformer-dnn-hybrid-model