# P&ID-based automated fault identification for energy performance diagnosis in HVAC systems: 4S3F method, development of DBN models and application to an ATES system

> Research article (Energy and Buildings, 2020) · cited 11× · AI/ML

**Wikidata**: [openalex:W3043116569](https://www.wikidata.org/wiki/openalex:W3043116569)  
**Source**: https://4ort.xyz/entity/p-amp-id-based-automated-fault-identification-for-energy-performance-diagnosis-in-hvac-systems-4s3f-method-development-o