Application of Wavelet Packet Transform for Detection of Ball Bearing Race Fault
被引:0
作者:
Wang, D. Y.
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机构:
Yanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R China
Wang, D. Y.
[1
]
Zhang, W. Z.
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机构:
Yanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R China
Zhang, W. Z.
[1
]
Lu, W. P.
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机构:
Yanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R China
Lu, W. P.
[1
]
Du, J. W.
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机构:
Yanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R ChinaYanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R China
Du, J. W.
[1
]
机构:
[1] Yanshan Univ, Rolling Mill Res Inst, Qinhuangdao 066004, Peoples R China
来源:
ADVANCES IN MATERIALS MANUFACTURING SCIENCE AND TECHNOLOGY XIII, VOL 1: ADVANCED MANUFACTURING TECHNOLOGY AND EQUIPMENT, AND MANUFACTURING SYSTEMS AND AUTOMATION
|
2009年
/
626-627卷
关键词:
Vibration signal;
Wavelet Packet Transform;
Frequency band energy;
Neural network;
NEURAL-NETWORK;
VIBRATION;
D O I:
10.4028/www.scientific.net/MSF.626-627.511
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
In this study, a fault diagnosis system is proposed for rolling ball bearing race using wavelet packet transform(WPT) and artificial neural network(ANN)technique. Vibration signal from ball bearings having defects on inner race and outer race is considered and the extraction method of feature vector based on wavelet packet transform with frequency band energy is used. The vibration signal is decomposed into the individual frequency bands The variations of the signal energy in these bands reflect the different fault locations Further, the artificial neural network is proposed to develop the diagnostic rules of the data base in the present fault identification system The experimental work is performed to evaluate the effect of fault diagnosis in a rolling ball bearing platform under different fault conditions The experimental results indicate the effectiveness of the proposed method in fault bearing Identification.
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Wong, W. K.
Yuen, C. W. M.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Yuen, C. W. M.
Fan, D. D.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Fan, D. D.
Chan, L. K.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Chan, L. K.
Fung, E. H. K.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
机构:
Oklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USAOklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USA
Yen, GG
Lin, KC
论文数: 0引用数: 0
h-index: 0
机构:
Oklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USAOklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USA
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Wong, W. K.
Yuen, C. W. M.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Yuen, C. W. M.
Fan, D. D.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Fan, D. D.
Chan, L. K.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
Chan, L. K.
Fung, E. H. K.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Mech Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Inst Text & Clothing, Kowloon, Hong Kong, Peoples R China
机构:
Oklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USAOklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USA
Yen, GG
Lin, KC
论文数: 0引用数: 0
h-index: 0
机构:
Oklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USAOklahoma State Univ, Sch Elect & Comp Engn, Intelligent Syst & Control Lab, Stillwater, OK 74078 USA