# Fault data seasonal imbalance and insufficiency impacts on data-driven heating, ventilation and air-conditioning fault detection and diagnosis performances for energy-efficient building operations

> Research article (Energy, 2023) · cited 34× · AI/ML

**Wikidata**: [openalex:W4382360040](https://www.wikidata.org/wiki/openalex:W4382360040)  
**Source**: https://4ort.xyz/entity/fault-data-seasonal-imbalance-and-insufficiency-impacts-on-data-driven-heating-ventilation-and-air-conditioning-fault-de