The novel PV module fault detection methodology was presented in “ Detecting the faults of solar photovoltaic module due to the temperature and shading effect by convolutional neural network ...

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).