# Classifying Transformer Winding Deformation Fault Types and Degrees Using FRA Based on Support Vector Machine

> Research article (IEEE Access, 2019) · cited 116× · AI/ML

**Wikidata**: [openalex:W2965005217](https://www.wikidata.org/wiki/openalex:W2965005217)  
**Source**: https://4ort.xyz/entity/classifying-transformer-winding-deformation-fault-types-and-degrees-using-fra-based-on-support-vector-machine