# Fault diagnosis for photovoltaic array based on convolutional neural network and electrical time series graph

> Research article (Energy Conversion and Management, 2019) · cited 169× · AI/ML

**Wikidata**: [openalex:W2955168996](https://www.wikidata.org/wiki/openalex:W2955168996)  
**Source**: https://4ort.xyz/entity/fault-diagnosis-for-photovoltaic-array-based-on-convolutional-neural-network-and-electrical-time-series-graph