DocumentCode
3359127
Title
Application of general fractal dimension to rolling bearing diagnosis
Author
Li, Meng ; Liu, Xiujuan ; Yu, Huadong ; Zhao, Ping
Author_Institution
Coll. of Mech. Eng., Changchun Univ., Changchun, China
fYear
2009
fDate
9-12 Aug. 2009
Firstpage
3039
Lastpage
3044
Abstract
The multi-fractal theory is applied for proposing the calculation formula of general fractal dimension according to the characteristic of rolling bearing vibration signal. The general dimension of measured non-stationary time-domain signal is calculated and analysed, the box dimension, the information dimension and the correlation dimension are obtained. Combined general dimension sequence value and mathematics method, the fractal diagnosis classification theory is presented. The fault pattern is recognized and classified by the utilizing theorem of the general dimension correlation coefficient method and general dimension series single value approach method. The theory and experiment analysis show that the general dimension correlation coefficient method is a preferable method in fault pattern recognition for the few samples and high recognition rate. The working conditions is indicated by the general fractal dimensions directly. It is effective to recognize the fault pattern without disassembling the bearing according to the general dimensions. The simple and feasible method is a new approach to the rolling bearings fault diagnosis.
Keywords
acoustic signal processing; condition monitoring; fault diagnosis; fractals; pattern recognition; rolling bearings; vibrations; fault diagnosis; fault pattern recognition; fractal dimension; nonstationary time domain signal; rolling bearing; vibration signal; Employee welfare; Fault diagnosis; Fractals; Information analysis; Mathematics; Pattern analysis; Pattern recognition; Rolling bearings; Signal analysis; Time domain analysis; Fault diagnosis; General fractal dimension; Multi-fractal; Rolling bearing;
fLanguage
English
Publisher
ieee
Conference_Titel
Mechatronics and Automation, 2009. ICMA 2009. International Conference on
Conference_Location
Changchun
Print_ISBN
978-1-4244-2692-8
Electronic_ISBN
978-1-4244-2693-5
Type
conf
DOI
10.1109/ICMA.2009.5246009
Filename
5246009
Link To Document