Roller Bearing Monitoring by New Subspace-Based Damage Indicator

A frequency-band subspace-based damage identification method for fault diagnosis in roller bearings is presented. Subspace-based damage indicators are obtained by filtering the vibration data in the frequency range where damage is likely to occur, that is, around the bearing characteristic frequenci...

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Main Authors: G. Gautier, R. Serra, J.-M. Mencik
Format: Article
Language:English
Published: Wiley 2015-01-01
Series:Shock and Vibration
Online Access:http://dx.doi.org/10.1155/2015/828093
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author G. Gautier
R. Serra
J.-M. Mencik
author_facet G. Gautier
R. Serra
J.-M. Mencik
author_sort G. Gautier
collection DOAJ
description A frequency-band subspace-based damage identification method for fault diagnosis in roller bearings is presented. Subspace-based damage indicators are obtained by filtering the vibration data in the frequency range where damage is likely to occur, that is, around the bearing characteristic frequencies. The proposed method is validated by considering simulated data of a damaged bearing. Also, an experimental case is considered which focuses on collecting the vibration data issued from a run-to-failure test. It is shown that the proposed method can detect bearing defects and, as such, it appears to be an efficient tool for diagnosis purpose.
format Article
id doaj-art-7d784f8d6c5e4d45987ab85408f10c0a
institution Kabale University
issn 1070-9622
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language English
publishDate 2015-01-01
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record_format Article
series Shock and Vibration
spelling doaj-art-7d784f8d6c5e4d45987ab85408f10c0a2025-08-20T03:35:18ZengWileyShock and Vibration1070-96221875-92032015-01-01201510.1155/2015/828093828093Roller Bearing Monitoring by New Subspace-Based Damage IndicatorG. Gautier0R. Serra1J.-M. Mencik2INSA Centre Val de Loire, Laboratoire de Mécanique et Rhéologie EA 2640, 3 rue de la Chocolaterie, CS 23410, 41034 Blois Cedex, FranceINSA Centre Val de Loire, Laboratoire de Mécanique et Rhéologie EA 2640, 3 rue de la Chocolaterie, CS 23410, 41034 Blois Cedex, FranceINSA Centre Val de Loire, Laboratoire de Mécanique et Rhéologie EA 2640, 3 rue de la Chocolaterie, CS 23410, 41034 Blois Cedex, FranceA frequency-band subspace-based damage identification method for fault diagnosis in roller bearings is presented. Subspace-based damage indicators are obtained by filtering the vibration data in the frequency range where damage is likely to occur, that is, around the bearing characteristic frequencies. The proposed method is validated by considering simulated data of a damaged bearing. Also, an experimental case is considered which focuses on collecting the vibration data issued from a run-to-failure test. It is shown that the proposed method can detect bearing defects and, as such, it appears to be an efficient tool for diagnosis purpose.http://dx.doi.org/10.1155/2015/828093
spellingShingle G. Gautier
R. Serra
J.-M. Mencik
Roller Bearing Monitoring by New Subspace-Based Damage Indicator
Shock and Vibration
title Roller Bearing Monitoring by New Subspace-Based Damage Indicator
title_full Roller Bearing Monitoring by New Subspace-Based Damage Indicator
title_fullStr Roller Bearing Monitoring by New Subspace-Based Damage Indicator
title_full_unstemmed Roller Bearing Monitoring by New Subspace-Based Damage Indicator
title_short Roller Bearing Monitoring by New Subspace-Based Damage Indicator
title_sort roller bearing monitoring by new subspace based damage indicator
url http://dx.doi.org/10.1155/2015/828093
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AT rserra rollerbearingmonitoringbynewsubspacebaseddamageindicator
AT jmmencik rollerbearingmonitoringbynewsubspacebaseddamageindicator