Please use this identifier to cite or link to this item:
https://hdl.handle.net/20.500.14365/1334
Title: | Motor current signature analysis via four-channel FIR filter banks | Authors: | Eren, Levent Askar, Murat Devaney, Michael J. |
Keywords: | MCSA Wavelet packet decomposition M-channel filter banks Bearing Damage Detection Fault-Detection Feature-Extraction Neural-Networks Induction Diagnosis Decomposition Sensorless Transform Machine |
Publisher: | Elsevier Sci Ltd | Abstract: | Motor current signature analysis (MCSA) is capable of providing continuous monitoring of induction motors in a non-intrusive manner. Fourier based techniques have been used widely in processing of stator current but these techniques have a shortcoming in processing non-stationary signals such as the stator current. Recently, wavelet packet decomposition (WPD) has become popular in such applications since it gives better results in the case of non-stationary signals. The latter approach has much higher computational complexity limiting its use in motor diagnostics applications. In this study, the use of four-channel FIR filter banks is proposed to provide lower computational complexity. Four-channel filter banks employ higher level of parallel processing than currently used two-channel filter banks. FPGA implementation of the proposed algorithm would result in even further reduction in overall computation time. (C) 2016 Elsevier Ltd. All rights reserved. | URI: | https://doi.org/10.1016/j.measurement.2016.04.025 https://hdl.handle.net/20.500.14365/1334 |
ISSN: | 0263-2241 1873-412X |
Appears in Collections: | Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
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