# Application of generative AI-based data augmentation technique in transformer winding deformation fault diagnosis

> Research article (Engineering Failure Analysis, 2024) · cited 25× · AI/ML

**Wikidata**: [openalex:W4391756282](https://www.wikidata.org/wiki/openalex:W4391756282)  
**Source**: https://4ort.xyz/entity/application-of-generative-ai-based-data-augmentation-technique-in-transformer-winding-deformation-fault-diagnosis