Enhancing gearbox vibration signals under time-varying operating conditions by combining a whitening procedure and a synchronous processing method

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dc.contributor.author Schmidt, Stephan
dc.contributor.author Zimroz, Radoslaw
dc.contributor.author Heyns, P.S. (Philippus Stephanus)
dc.date.accessioned 2022-07-18T08:18:34Z
dc.date.available 2022-07-18T08:18:34Z
dc.date.issued 2021-07
dc.description.abstract Condition monitoring is very important to avoid unexpected breakdowns of expensive rotating machines found in the power generation and mining industries. The fault information in vibration signals is often buried in low energy frequency bands. In addition to this, time-varying operating conditions and the presence of impulsive components result in the signal to have time-varying spectral content, which impedes the condition inference process. The instantaneous power spectrum is a powerful method that for bearing and gear damage detection under time-varying operating conditions. In this work, we propose a new method of using the instantaneous power spectrum for improved fault diagnosis under time-varying conditions by enhancing the fault information in the vibration signals. It is shown on experimental datasets that the proposed method enhances the fault information in the signal, whereafter it can be used to obtain reliable condition indicators under time-varying operating conditions. en_US
dc.description.department Mechanical and Aeronautical Engineering en_US
dc.description.librarian hj2022 en_US
dc.description.uri http://www.elsevier.com/locate/ymssp en_US
dc.identifier.citation Schmidt, S., Zimroz, R. & Heyns, P.S. 2021, 'Enhancing gearbox vibration signals under time-varying operating conditions by combining a whitening procedure and a synchronous processing method', Mechanical Systems and Signal Processing, vol. 156, art. 107668, pp. 1-18, doi : 10.1016/j.ymssp.2021.107668. en_US
dc.identifier.issn 0888-3270 (print)
dc.identifier.issn 1096-1216 (online)
dc.identifier.other 10.1016/j.ymssp.2021.107668
dc.identifier.uri https://repository.up.ac.za/handle/2263/86279
dc.language.iso en en_US
dc.publisher Elsevier en_US
dc.rights © 2021 Elsevier Ltd. Notice : this is the author’s version of a work that was submitted for publication in Mechanical Systems and Signal Processing. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms are not reflected in this document. A definitive version was subsequently published in Mechanical Systems and Signal Processing, vol. 156, art. 107668, pp. 1-18, 2021, doi : 10.1016/j.ymssp.2021.107668. en_US
dc.subject Gearbox diagnostics en_US
dc.subject Whitening en_US
dc.subject Time-varying operating conditions en_US
dc.subject Synchronous geometric average en_US
dc.subject Instantaneous power spectrum en_US
dc.title Enhancing gearbox vibration signals under time-varying operating conditions by combining a whitening procedure and a synchronous processing method en_US
dc.type Preprint Article en_US


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