# Transformer fault diagnosis method based on SMOTE and NGO-GBDT

> Research article (Scientific Reports, 2024) · cited 40× · AI/ML

**Wikidata**: [openalex:W4393190681](https://www.wikidata.org/wiki/openalex:W4393190681)  
**Source**: https://4ort.xyz/entity/transformer-fault-diagnosis-method-based-on-smote-and-ngo-gbdt