Vibration analysis;
Condition monitoring;
Fault feature extraction;
Local mean decomposition;
Product function;
Rotating machinery;
LOCAL MEAN DECOMPOSITION;
FAULT-DIAGNOSIS;
ROTOR;
MODEL;
TRANSFORM;
D O I:
10.1016/j.measurement.2013.07.014
中图分类号:
T [工业技术];
学科分类号:
08 ;
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.
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页码:3671 / 3682
页数:12
相关论文
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[1]
Bently D.E., 2003, Fundamentals of Rotating Machinery Diagnostics
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Chen, Baojia
;
He, Zhengjia
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机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
He, Zhengjia
;
Chen, Xuefeng
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h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Chen, Xuefeng
;
Cao, Hongrui
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Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Cao, Hongrui
;
Cai, Gaigai
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Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Cai, Gaigai
;
Zi, Yanyang
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Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Chen, Baojia
;
He, Zhengjia
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
He, Zhengjia
;
Chen, Xuefeng
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Chen, Xuefeng
;
Cao, Hongrui
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Cao, Hongrui
;
Cai, Gaigai
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
Cai, Gaigai
;
Zi, Yanyang
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China