DocumentCode :
1898375
Title :
Investigation of Rolling Bearing Fault Diagnosis Based on Multi-Fractal and General Fractal Dimension
Author :
Li, Meng ; Ma, Wenxing ; Liu, Xiujuan
Author_Institution :
Coll. of Mech. Eng., Changchun Univ., Changchun, China
Volume :
2
fYear :
2009
fDate :
10-11 Oct. 2009
Firstpage :
545
Lastpage :
548
Abstract :
The calculation formula of general dimension least square method is presented by applying the multi-fractal theory and the general dimension calculation sample analysis of sine signals is achieved. The general dimensions of measured time domain signal of rolling bearing are calculated and analyzed, the sequence value of general dimension is obtained, the box dimension, the information dimension and the correlation dimension are obtained. The fault diagnosis and classification of random under-check signals are realized by using general dimension correlation coefficient method, the fault pattern recognized accords with the real state. The theory and experiment analysis show that the rolling bearings vibration signals have similar fractal dimensions in the same working condition, whereas, the fractal dimensions are different when the working conditions are different, the difference is distinct. All the fractal dimensions extracted from general dimensions are valuable in fault state diagnosing and recognizing, fulfilled the demands maximally in engineering application.
Keywords :
correlation methods; fault diagnosis; fractals; least squares approximations; rolling bearings; signal classification; box dimension; correlation dimension; fault diagnosis; fault pattern recognition; general dimension calculation sample analysis; general dimension correlation coefficient; general fractal dimension; information dimension; least square method; multifractal theory; rolling bearing; signal classification; sine signal; Employee welfare; Fault diagnosis; Fractals; Information analysis; Least squares methods; Pattern recognition; Rolling bearings; Signal analysis; Time domain analysis; Time measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Computation Technology and Automation, 2009. ICICTA '09. Second International Conference on
Conference_Location :
Changsha, Hunan
Print_ISBN :
978-0-7695-3804-4
Type :
conf
DOI :
10.1109/ICICTA.2009.366
Filename :
5287736
Link To Document :
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