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
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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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