# Enhanced Fault Detection in Photovoltaic Panels Using CNN-Based Classification with PyQt5 Implementation

> Research article (Sensors, 2024) · cited 36× · AI/ML

**Wikidata**: [openalex:W4404593719](https://www.wikidata.org/wiki/openalex:W4404593719)  
**Source**: https://4ort.xyz/entity/enhanced-fault-detection-in-photovoltaic-panels-using-cnn-based-classification-with-pyqt5-implementation