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IEEE Transactions on Dielectrics and Electrical Insulation Vol. 22, No. 2; April 2015 1061 Partial Discharge Pattern Recognition via Sparse Representation and ANN Mehrdad Majidi, Mohammed Sami Fadali, Mehdi Etezadi-Amoli Department of Electrical Biomedical Engineering, University of Nevada, Reno (UNR), USA and Mohammad Oskuoee High Voltage Department, Niroo Research Institute (NRI), Tehran, Iran ABSTRACT In this study, seventeen samples were created for classifying internal, surface, and corona partial discharges (PDs) in a high voltage lab. Next, PDs were measured experimentally to provide a dictionary comprising the types. Due to the huge size of the recorded dataset, a new and straightforward preprocessing method based on signal norms was used to extract the appropriate features of various samples. The new sparse 1 1 representation classifier (SRC) was computed using ℓ and stable ℓ -norm minimization by means of Primal-Dual Interior Point (PDIP) and Basis Pursuit De-noise (BPDN) algorithms, respectively. The pattern recognition was also performed with an artificial neural network (ANN) and compared with the sparse method. It is shown that both methods have comparable performance if training process, tuning options, and o
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