# Transformer-enhanced meta-learning for few-shot fault diagnosis of electric submersible pump

> Research article (Expert Systems with Applications, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4409919087](https://www.wikidata.org/wiki/openalex:W4409919087)  
**Source**: https://4ort.xyz/entity/transformer-enhanced-meta-learning-for-few-shot-fault-diagnosis-of-electric-submersible-pump