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Proceedings of the 2010 International Conference on Mechanical, Industrial, and Manufacturing Technologies (MIMT 2010)
By
International Association of Computer Science and Information Technology (IACSIT)
International Association of Computer Science and Information Technology (IACSIT)
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ISBN:
9780791859544
No. of Pages:
590
Publisher:
ASME Press
Publication date:
2010
eBook Chapter
19 Application of Independent Component Analysis in Rolling Element Bearing Vibration Signal Analysis
By
Xianguang Tang
,
Xianguang Tang
Faculty of Mechanical and Electrical Engineering,
Kunming University of Science and Technology
, Kunming, 650093
, China
.
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Yu Guo
,
Yu Guo
Faculty of Mechanical and Electrical Engineering,
Kunming University of Science and Technology
, Kunming, 650093
, China
; kmgary@163.com.
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Yanchun Ding
,
Yanchun Ding
Faculty of Mechanical and Electrical Engineering,
Kunming University of Science and Technology
, Kunming, 650093
, China
.
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Huawen Zheng
,
Huawen Zheng
Faculty of Mechanical and Electrical Engineering,
Kunming University of Science and Technology
, Kunming, 650093
, China
.
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Yan Gao
Yan Gao
Faculty of Mechanical and Electrical Engineering,
Kunming University of Science and Technology
, Kunming, 650093
, China
.
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Page Count:
6
-
Published:2010
Citation
Tang, X, Guo, Y, Ding, Y, Zheng, H, & Gao, Y. "Application of Independent Component Analysis in Rolling Element Bearing Vibration Signal Analysis." Proceedings of the 2010 International Conference on Mechanical, Industrial, and Manufacturing Technologies (MIMT 2010). Ed. International Association of Computer Science and Information Technology (IACSIT). ASME Press, 2010.
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In this paper, a new approach based on independent component analysis (ICA) to against interference while being in the envelope analysis of rolling element bearing is proposed. It can remove the disturbance from the mixed vibration signals according to the difference of vibration sources. Brief introductions about the theories of ICA and envelope analysis are also presented. The test results verified the validity of the proposed approach.
Abstract
Key Words
1. Introduction
2. The Summary of Envelope Analysis
3. Brief on ICA and the Proposed Scheme
4. Experiments and Analysis
5. Conclusions
6. Acknowledgment
References
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