Motor Current Signature Analysis Via Four-Channel Fir Filter Banks

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Date

2016

Authors

Eren, Levent
Askar, Murat

Journal Title

Journal ISSN

Volume Title

Publisher

Elsevier Sci Ltd

Open Access Color

Green Open Access

No

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Average
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Top 10%

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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.

Description

Keywords

MCSA, Wavelet packet decomposition, M-channel filter banks, Bearing Damage Detection, Fault-Detection, Feature-Extraction, Neural-Networks, Induction, Diagnosis, Decomposition, Sensorless, Transform, Machine

Fields of Science

0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology

Citation

WoS Q

Q1

Scopus Q

Q1
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OpenCitations Citation Count
9

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Volume

89

Issue

Start Page

322

End Page

327
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CrossRef : 2

Scopus : 11

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Mendeley Readers : 17

SCOPUS™ Citations

11

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Web of Science™ Citations

9

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3

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