Acta Metrologica Sinica  2019, Vol. 40 Issue (1): 100-105    DOI: 10.3969/j.issn.1000-1158.2019.01.16
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Fault Diagnosis of Rolling Bearing Based on Correlation Dimension and Segment Clustering
MENG Zong,XING Ting-ting,ZHANG Yuan-yuan,ZHOU Ming-jun,YIN Na
Key Laboratory of Measurement Technology and Instrumentation of Hebei Province,Yanshan University, Qinhuangdao, Hebei 066004, China
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Abstract  A new fault feature extraction method for rolling bearing based on correlation dimension is proposed. Linear object recognition region is an important factor for the accuracy of correlation dimension, this method is characterized by the fluctuation of the two order derivative corresponding to the linear scaling region of the correlation dimension,the two order derivative data points are transformed into line segments,then the two clustering analysis is done by line segment clustering method, and the gross error is eliminated by statistical rule.Finally, the eigenvalues are fitted to data.This method is used to simulate and analyze the classical Lorenz chaotic system, and the effect is good. Four kinds of signal of rolling bearing are identified, and the experiment shows that the new method can identify the bearing fault signal more accurately.
Key wordsmetrology      rolling bearing      fault diagnosis      correlation dimension      line segment clustering     
Received: 26 February 2018      Published: 07 January 2019
PACS:  TB936  
Corresponding Authors: Zong MENG     E-mail: mzysu@ysu.edu.cn
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MENG Zong
XING Ting-ting
ZHANG Yuan-yuan
ZHOU Ming-jun
YIN Na
Cite this article:   
MENG Zong,XING Ting-ting,ZHANG Yuan-yuan, et al. Fault Diagnosis of Rolling Bearing Based on Correlation Dimension and Segment Clustering[J]. Acta Metrologica Sinica, 2019, 40(1): 100-105.
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http://jlxb.china-csm.org:81/Jwk_jlxb/EN/10.3969/j.issn.1000-1158.2019.01.16     OR     http://jlxb.china-csm.org:81/Jwk_jlxb/EN/Y2019/V40/I1/100
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