Researchers from China's Shandong University have developed a novel method for fault diagnosis in PV arrays, using feature engineering and one-dimensional convolutional neural networks (1D-CNN).

Their findings were presented in “ Photovoltaic string fault optimization using multi-layer neural network technique,” published in Results in Engineering.