Acta Metrologica Sinica  2019, Vol. 40 Issue (3): 385-391    DOI: 10.3969/j.issn.1000-1158.2019.03.06
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Rolling Bearing Fault Diagnosis Based on Improved Coupling-enhanced Stochastic Resonance
ZHANG Jin-feng1,LI Ji-meng2,YANG Ying1,LI Xue1,LIU De-yu3
1. Liren College, Yanshan University, Qinhuangdao, Hebei 066004, China
2. School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei 066004, China
3. School of Electrical Engineering, Hunan Industry Polytechnic, Changsha, Hunan 410208, China
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Abstract  In view of the problem that the extraction effect of the traditional stochastic resonance (SR) method for rolling bearing fault feature is unsatisfactory under strong background noise, a fault diagnosis method of rolling bearing based on improved coupling-enhanced SR is proposed. First, the coupled SR system is constructed by using a fixed-parameter bistable system forced by an external input signal and a variable-parameter bistable system. Second, the SR control of coupled system is realized by adjusting the system parameter and coupling coefficient. And the genetic algorithm is used to realize the adaptive selection of the control parameters. Finally, experiments and engineering application are performed to verify the effectiveness and superiority of the proposed method in the rolling bearing fault diagnosis.
Key wordsmetrology      rolling bearing;fault diagnosis      coupled stochastic resonance      variable-parameter bistable system     
Received: 20 December 2017      Published: 19 April 2019
PACS:  TB936  
  TB973  
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ZHANG Jin-feng
LI Ji-meng
YANG Ying
LI Xue
LIU De-yu
Cite this article:   
ZHANG Jin-feng,LI Ji-meng,YANG Ying, et al. Rolling Bearing Fault Diagnosis Based on Improved Coupling-enhanced Stochastic Resonance[J]. Acta Metrologica Sinica, 2019, 40(3): 385-391.
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http://jlxb.china-csm.org:81/Jwk_jlxb/EN/10.3969/j.issn.1000-1158.2019.03.06     OR     http://jlxb.china-csm.org:81/Jwk_jlxb/EN/Y2019/V40/I3/385
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