# Deep learning-based prediction method on performance change of air source heat pump system under frosting conditions

> Research article (Energy, 2021) · cited 74× · AI/ML

**Wikidata**: [openalex:W3151786474](https://www.wikidata.org/wiki/openalex:W3151786474)  
**Source**: https://4ort.xyz/entity/deep-learning-based-prediction-method-on-performance-change-of-air-source-heat-pump-system-under-frosting-conditions