# Advanced fault detection, diagnosis and prognosis in HVAC systems: Lifecycle insight, key challenges, and promising approaches

> Research article (Renewable and Sustainable Energy Reviews, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4410762267](https://www.wikidata.org/wiki/openalex:W4410762267)  
**Source**: https://4ort.xyz/entity/advanced-fault-detection-diagnosis-and-prognosis-in-hvac-systems-lifecycle-insight-key-challenges-and-promising-approach