DocumentCode
2097761
Title
Rolling bearing defect severity evaluation using recurrence plot entropy
Author
Yan, Ruqiang ; Qian, Yuning ; Huang, Zhoudi ; Gao, Robert X.
Author_Institution
Remote Meas. & Control Jiangsu Key Lab., Southeast Univ., Nanjing, China
fYear
2011
fDate
10-12 May 2011
Firstpage
1
Lastpage
4
Abstract
This paper presents a new approach to evaluate rolling bearing defect severity based on Recurrence Plot (RP) entropy. As a quantitative measure, the RP entropy is calculated from the probability distribution of the diagonal line length in the recurrence plot, where such plot graphically depicts a system´s dynamics and provides a global picture of the autocorrelation in a time series over all available time-scales, in the reconstructed phase space, to characterize changing dynamics of the system. The experimental results have indicated that, as the working condition of the bearing deteriorates due to the initiation and/or progression of the structural damages, the frequency information contained in the vibration signal becomes increasingly complex, leading to the increase of the RP entropy. Therefore, the RP entropy can serve as an effective parameter for defect severity evaluation of rolling bearings.
Keywords
entropy; mechanical variables measurement; probability; rolling bearings; vibrations; autocorrelation; defect severity evaluation; diagonal line length; frequency information; phase space; probability distribution; quantitative measure; recurrence plot entropy; rolling bearing; vibration signal; Delay effects; Entropy; Pollution measurement; Rolling bearings; Time measurement; Time series analysis; Vibrations; RP entropy; Recurrent plot; defect diagnosis;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation and Measurement Technology Conference (I2MTC), 2011 IEEE
Conference_Location
Binjiang
ISSN
1091-5281
Print_ISBN
978-1-4244-7933-7
Type
conf
DOI
10.1109/IMTC.2011.5944161
Filename
5944161
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