# MetaGNSDformer: Meta-learning enhanced gated non-stationary informer with frequency-aware attention for point-interval remaining useful life prediction of lithium-ion batteries

> Research article (Advanced Engineering Informatics, 2025) · cited 21× · AI/ML

**Wikidata**: [openalex:W4413975000](https://www.wikidata.org/wiki/openalex:W4413975000)  
**Source**: https://4ort.xyz/entity/metagnsdformer-meta-learning-enhanced-gated-non-stationary-informer-with-frequency-aware-attention-for-point-interval-re