An empirical re-sampling method on intrinsic mode function to deal with speed variation in machine fault diagnostics

dc.contributor.authorWang, K.S.
dc.contributor.authorHeyns, P.S. (Philippus Stephanus)
dc.date.accessioned2011-12-06T07:33:57Z
dc.date.available2011-12-06T07:33:57Z
dc.date.issued2011-12
dc.description.abstractTo implement traditional order tracking in practice requires rotational speed information. However, it may be difficult in some cases to mount an appropriate monitoring device to obtain reliable speed information. In this paper, a novel empirical re-sampling of intrinsic mode functions obtained from empirical mode decomposition is explored, so that the approximation of order tracking effects without rotational speed is possible. The newly introduced intrinsic cycle concept in the intrinsic mode function simplifies linking of the resultant spectra to signal variations, and is therefore beneficial for condition monitoring of rotating machines. In the paper the rationale behind the technique is first explained. Secondly, the effectiveness of the technique is demonstrated on a dynamic gear simulation model. Lastly, the technique is applied to experimental data from a gearbox test rig. Both the simulation and experimental studies corroborate the usefulness of the proposed technique.en_US
dc.description.urihttp://www.elsevier.com/locate/asocen_US
dc.identifier.citationWang, KS & Heyns, PS 2011, 'An empirical re-sampling method on intrinsic mode function to deal with speed variation in machine fault diagnostics', Applied Soft Computing Journal, vol. 11, no. 8, pp. 5015-5027.en_US
dc.identifier.issn1568-4946 (print)
dc.identifier.issn1872-9681 (online)
dc.identifier.other10.1016/j.asoc.2011.05.056
dc.identifier.urihttp://hdl.handle.net/2263/17691
dc.language.isoenen_US
dc.publisherElsevier B.V.en_US
dc.rights© 2011 Elsevier B.V. All rights reserved.en_US
dc.subjectRe-samplingen_US
dc.subjectRotating machineryen_US
dc.subjectRotational speeden_US
dc.subjectEmpirical mode decomposition (EMD)en_US
dc.subjectIntrinsic mode function (IMF)en_US
dc.subjectOrder trackingen_US
dc.subject.lcshFault location (Engineering)en
dc.subject.lcshGearingen
dc.subject.lcshRotational motionen
dc.subject.lcshSpeeden
dc.subject.lcshMachinery, Kinematics ofen
dc.subject.lcshHilbert-Huang transformen
dc.titleAn empirical re-sampling method on intrinsic mode function to deal with speed variation in machine fault diagnosticsen_US
dc.typePostprint Articleen_US

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Wang_Empirical(2011).pdf
Size:
1017.52 KB
Format:
Adobe Portable Document Format
Description:
Postprint Article

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description: