A vibration analysis method based on hybrid techniques and its application to rotating machinery | |
Deng, Linfeng; Zhao, Rongzhen1 | |
刊名 | MEASUREMENT |
2013-11 | |
卷号 | 46期号:9页码:3671-3682 |
关键词 | Vibration analysis Condition monitoring Fault feature extraction Local mean decomposition Product function Rotating machinery |
ISSN号 | 0263-2241 |
DOI | 10.1016/j.measurement.2013.07.014 |
英文摘要 | Vibration-based condition monitoring and fault diagnosis technique is a most effective approach to maintain the safe and reliable operation of rotating machinery. Unfortunately, the vibration signal always exhibits non-linear and non-stationary characteristics, which makes vibration signal analysis and fault feature extraction very difficult. To extract the significant fault features, a vibration analysis method based on hybrid techniques is proposed in this paper. Firstly, the raw signals are decomposed into a few product functions (PFs) using local mean decomposition (LMD), and meanwhile instantaneous frequency and instantaneous amplitude also are obtained. Subsequently, Fourier transform is performed on the derived PFs, and then, according to the spectra features, the useful PFs are selected to reconstruct the purified vibration signals. Lastly, several different fault features are fused to illustrate the operating state of the machinery. The experimental results show that the proposed method can accurately extract machine fault features, which proves that the combined application of LMD and other signal processing techniques is a successful scheme for the machine vibration analysis. (C) 2013 Elsevier Ltd. All rights reserved. |
资助项目 | National Natural Science Foundation of China[50875118][51165019] ; Cultivation Program for Excellent Doctoral Dissertation of Lanzhou University of Technology[201102] |
WOS研究方向 | Engineering ; Instruments & Instrumentation |
语种 | 英语 |
出版者 | ELSEVIER SCI LTD |
WOS记录号 | WOS:000324298700077 |
状态 | 已发表 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/34596] |
专题 | 机电工程学院 |
通讯作者 | Zhao, Rongzhen |
作者单位 | 1.Lanzhou Univ Technol, Sch Mech & Elect Engn, Lanzhou 730050, Peoples R China 2.Lanzhou Univ Technol, Key Lab Digital Mfg Technol & Applicat, Minist Educ, Lanzhou 730050, Peoples R China |
推荐引用方式 GB/T 7714 | Deng, Linfeng,Zhao, Rongzhen. A vibration analysis method based on hybrid techniques and its application to rotating machinery[J]. MEASUREMENT,2013,46(9):3671-3682. |
APA | Deng, Linfeng,&Zhao, Rongzhen.(2013).A vibration analysis method based on hybrid techniques and its application to rotating machinery.MEASUREMENT,46(9),3671-3682. |
MLA | Deng, Linfeng,et al."A vibration analysis method based on hybrid techniques and its application to rotating machinery".MEASUREMENT 46.9(2013):3671-3682. |
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