# Photovoltaic System Health-State Architecture for Data-Driven Failure Detection

> Research article (Solar, 2022) · cited 28× · AI/ML

**Wikidata**: [openalex:W4221051959](https://www.wikidata.org/wiki/openalex:W4221051959)  
**Source**: https://4ort.xyz/entity/photovoltaic-system-health-state-architecture-for-data-driven-failure-detection