Variational mode decomposition: mode determination method for rotating machinery diagnosis

Variational mode decomposition (VMD) is a modern decomposition method used for many engineering monitoring and diagnosis recently, which replaced traditional empirical mode decomposition (EMD) method. However, the performance of VMD method specifically depends on the parameter that need to pre-deter...

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Main Authors: Isham, Muhd. Firdaus, Leong, Muhammad Salman, Lim, Meng Hee, Ahmad, Zair Asrar
Format: Article
Language:English
Published: JVE International 2018
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Online Access:http://eprints.utm.my/id/eprint/85522/1/MuhdFirdausIsham2018_VariationalModeDecompositionModeDetermination.pdf
http://eprints.utm.my/id/eprint/85522/
http://dx.doi.org/10.21595/jve.2018.19479
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Institution: Universiti Teknologi Malaysia
Language: English
id my.utm.85522
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spelling my.utm.855222020-06-30T08:50:08Z http://eprints.utm.my/id/eprint/85522/ Variational mode decomposition: mode determination method for rotating machinery diagnosis Isham, Muhd. Firdaus Leong, Muhammad Salman Lim, Meng Hee Ahmad, Zair Asrar TJ Mechanical engineering and machinery Variational mode decomposition (VMD) is a modern decomposition method used for many engineering monitoring and diagnosis recently, which replaced traditional empirical mode decomposition (EMD) method. However, the performance of VMD method specifically depends on the parameter that need to pre-determine for VMD method especially the mode number. This paper proposed a mode determination method using signal difference average (SDA) to determine the mode number for the VMD method by taking the advantages of similarities concept between sum of variational mode functions (VMFs) and the input signals. Online high-speed gear and bearing fault data were used to validate the performance of the proposed method. The diagnosis result using frequency spectrum has been compared with traditional EMD method and the proposed method has been proved to be able to provide an accurate number of mode for the VMD method effectively for rotating machinery applications. JVE International 2018-11-01 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/85522/1/MuhdFirdausIsham2018_VariationalModeDecompositionModeDetermination.pdf Isham, Muhd. Firdaus and Leong, Muhammad Salman and Lim, Meng Hee and Ahmad, Zair Asrar (2018) Variational mode decomposition: mode determination method for rotating machinery diagnosis. Journal of Vibroengineering, 20 (7). pp. 2603-2621. ISSN 1392-8716 http://dx.doi.org/10.21595/jve.2018.19479 DOI:10.21595/jve.2018.19479
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Isham, Muhd. Firdaus
Leong, Muhammad Salman
Lim, Meng Hee
Ahmad, Zair Asrar
Variational mode decomposition: mode determination method for rotating machinery diagnosis
description Variational mode decomposition (VMD) is a modern decomposition method used for many engineering monitoring and diagnosis recently, which replaced traditional empirical mode decomposition (EMD) method. However, the performance of VMD method specifically depends on the parameter that need to pre-determine for VMD method especially the mode number. This paper proposed a mode determination method using signal difference average (SDA) to determine the mode number for the VMD method by taking the advantages of similarities concept between sum of variational mode functions (VMFs) and the input signals. Online high-speed gear and bearing fault data were used to validate the performance of the proposed method. The diagnosis result using frequency spectrum has been compared with traditional EMD method and the proposed method has been proved to be able to provide an accurate number of mode for the VMD method effectively for rotating machinery applications.
format Article
author Isham, Muhd. Firdaus
Leong, Muhammad Salman
Lim, Meng Hee
Ahmad, Zair Asrar
author_facet Isham, Muhd. Firdaus
Leong, Muhammad Salman
Lim, Meng Hee
Ahmad, Zair Asrar
author_sort Isham, Muhd. Firdaus
title Variational mode decomposition: mode determination method for rotating machinery diagnosis
title_short Variational mode decomposition: mode determination method for rotating machinery diagnosis
title_full Variational mode decomposition: mode determination method for rotating machinery diagnosis
title_fullStr Variational mode decomposition: mode determination method for rotating machinery diagnosis
title_full_unstemmed Variational mode decomposition: mode determination method for rotating machinery diagnosis
title_sort variational mode decomposition: mode determination method for rotating machinery diagnosis
publisher JVE International
publishDate 2018
url http://eprints.utm.my/id/eprint/85522/1/MuhdFirdausIsham2018_VariationalModeDecompositionModeDetermination.pdf
http://eprints.utm.my/id/eprint/85522/
http://dx.doi.org/10.21595/jve.2018.19479
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