# A lightweight deep learning framework for transformer fault diagnosis in smart grids using multiple scale CNN features

> Research article (Scientific Reports, 2025) · cited 15× · AI/ML

**Wikidata**: [openalex:W4409812972](https://www.wikidata.org/wiki/openalex:W4409812972)  
**Source**: https://4ort.xyz/entity/a-lightweight-deep-learning-framework-for-transformer-fault-diagnosis-in-smart-grids-using-multiple-scale-cnn-features