# Novel transformer-based self-supervised learning methods for improved HVAC fault diagnosis performance with limited labeled data

> Research article (Energy, 2023) · cited 50× · AI/ML

**Wikidata**: [openalex:W4378839823](https://www.wikidata.org/wiki/openalex:W4378839823)  
**Source**: https://4ort.xyz/entity/novel-transformer-based-self-supervised-learning-methods-for-improved-hvac-fault-diagnosis-performance-with-limited-labe