# Gradual fault early stage diagnosis for air source heat pump system using deep learning techniques

> Research article (International Journal of Refrigeration, 2019) · cited 42× · AI/ML

**Wikidata**: [openalex:W2964583813](https://www.wikidata.org/wiki/openalex:W2964583813)  
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