Research Article | OPEN ACCESS
A Fault Detection Method of Rolling Bearing Based on Wavelet Packet-cepstrum
1Jun Ma, 1, 2Jiande Wu, 1, 2Xiaodong Wang, 1, 2Yugang Fan and 3Tingting Leng
1Faculty of Information Engineering and Automation, Kunming University
of Science and Technology
2Engineering Research Center for Mineral Pipeline Transportation YN
3Faculty of Civil and Architectural Engineering, Kunming University
of Science and Technology, Kunming, 650500, China
Research Journal of Applied Sciences, Engineering and Technology 2013 12:3402-3406
Received: September 16, 2012 | Accepted: October 31, 2012 | Published: April 10, 2013
Abstract
In this study, we put forward a fault detection method of rolling bearing based on the wavelet packet-cepstrum. Firstly, the original signal is decomposed using the wavelet packet. Secondly, calculate the energy of the decomposed sub-band reconstruction signal and select the relatively band which is concentrated on the fault energy. Finally, calculate cepstrum of the reconstruction signal to detect fault. The actual normal and fault data of the rolling bearing's outer ring is analyzed in applying this method in the MATLAB simulation circumstance. The result shows that the outer ring's failure frequency measured by the experiment is consistent with the theoretical calculation result.
Keywords:
Cepstrum, energy feature, fault detection, wavelet packet decomposition and reconstruction,
Competing interests
The authors have no competing interests.
Open Access Policy
This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
Copyright
The authors have no competing interests.
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ISSN (Online): 2040-7467
ISSN (Print): 2040-7459 |
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