# Ensemble 1-D CNN diagnosis model for VRF system refrigerant charge faults under heating condition

> Research article (Energy and Buildings, 2020) · cited 67× · AI/ML

**Wikidata**: [openalex:W3040269440](https://www.wikidata.org/wiki/openalex:W3040269440)  
**Source**: https://4ort.xyz/entity/ensemble-1-d-cnn-diagnosis-model-for-vrf-system-refrigerant-charge-faults-under-heating-condition