# Enhancing Transformer Protection: A Machine Learning Framework for Early Fault Detection

> Research article (Sustainability, 2024) · cited 17× · AI/ML

**Wikidata**: [openalex:W4405196014](https://www.wikidata.org/wiki/openalex:W4405196014)  
**Source**: https://4ort.xyz/entity/enhancing-transformer-protection-a-machine-learning-framework-for-early-fault-detection