# Data augmentation and optimization method based on conditional generative adversarial network and convolutional neural network for transformer fault diagnosis

> Research article (Measurement, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4410456974](https://www.wikidata.org/wiki/openalex:W4410456974)  
**Source**: https://4ort.xyz/entity/data-augmentation-and-optimization-method-based-on-conditional-generative-adversarial-network-and-convolutional-neural-n