Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems

•A Gaussian process regression (GPR)-based generalized likelihood ratio test (GLRT) is developed.•GPR-based GLRT is proposed to enhance PV system monitoring.•The detection performance is studied using several PV system faults through simulated and real data.•The good detection, false alarm, and comp...

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