中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A detection method for bearing faults using null space pursuit and S transform

文献类型:期刊论文

作者Zhu, De1; Gao, Qingwei1; Sun, Dong1; Lu, Yixiang1; Peng, Silong2
刊名SIGNAL PROCESSING
出版日期2014-03-01
卷号96页码:80-89
关键词Null space pursuit S transform Bearing faults Time-Frequency analysis
英文摘要In this paper, a novel measurement method based on null space pursuit and S transform is presented to detect the faults of the bearing vibration signal. Since the features of bearing faults in the vibration signal may be submerged by machine-borne vibration and the high intensity of noise, it is very difficult to detect the bearing faults directly. The proposed method is a hybrid of null space pursuit and S transform. As a signal separation approach, the null space pursuit based on operator can extract the fault components from the vibration signal efficiently. Then, S transform is introduced to represent a "Magnitude-Frequency" and a "Time-Frequency" contour of the extracted fault components. Finally, several real vibration signals containing bearing fault signature are investigated to verify the effectiveness of the proposed method. (C) 2013 Elsevier B.V. All rights reserved.
WOS标题词Science & Technology ; Technology
类目[WOS]Engineering, Electrical & Electronic
研究领域[WOS]Engineering
关键词[WOS]EMPIRICAL MODE DECOMPOSITION ; ROLLING ELEMENT BEARINGS ; CYCLIC SPECTRAL-ANALYSIS ; VIBRATION ; SIGNALS ; KURTOGRAM ; DIAGNOSIS ; SCALE
收录类别SCI
语种英语
WOS记录号WOS:000330203400009
源URL[http://ir.ia.ac.cn/handle/173211/2922]  
专题自动化研究所_智能制造技术与系统研究中心_多维数据分析团队
作者单位1.Anhui Univ, Sch Elect Engn & Automat, Hefei 230601, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Zhu, De,Gao, Qingwei,Sun, Dong,et al. A detection method for bearing faults using null space pursuit and S transform[J]. SIGNAL PROCESSING,2014,96:80-89.
APA Zhu, De,Gao, Qingwei,Sun, Dong,Lu, Yixiang,&Peng, Silong.(2014).A detection method for bearing faults using null space pursuit and S transform.SIGNAL PROCESSING,96,80-89.
MLA Zhu, De,et al."A detection method for bearing faults using null space pursuit and S transform".SIGNAL PROCESSING 96(2014):80-89.

入库方式: OAI收割

来源:自动化研究所

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