# Novel data augmentation for improved insulation fault diagnosis under nonideal condition

> Research article (Expert Systems with Applications, 2022) · cited 14× · AI/ML

**Wikidata**: [openalex:W4289878207](https://www.wikidata.org/wiki/openalex:W4289878207)  
**Source**: https://4ort.xyz/entity/novel-data-augmentation-for-improved-insulation-fault-diagnosis-under-nonideal-condition