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
Link To Document :
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