DocumentCode
1592351
Title
Application of Hilbert-Huang transform and Mahalanobis-Taguchi System in mechanical fault diagnostics using vibration signals
Author
Jiangtao, Ren ; Yuanwen, Cai ; Xiaochen, Xing
Author_Institution
Co. of Postgrad. Manage., Acad. of Equip. Command & Technol., Beijing, China
Volume
4
fYear
2011
Firstpage
299
Lastpage
303
Abstract
As for non-destructive condition monitoring method, vibration signals are measured and analyzed to diagnose mechanical faults. A method of mechanical fault levels identification is proposed in this paper using vibration signals. Firstly, Hilbert-Huang transform is used to analyze the signal. Fault information is obtained. And energy ratio of intrinsic mode functions is taken as fault characteristics. Secondly, different levels of fault are identified by applying Mahalanobis-Taguchi System. Standard Mahalanobis space is constructed. And slight and severe fault are diagnosed based on its Mahalanobis Distance to standard space. The method is validated by real rotating machinery seeded-fault-test vibration signals, results showed that this method performed well.
Keywords
Hilbert transforms; Taguchi methods; condition monitoring; fault diagnosis; machinery; pattern classification; pattern clustering; vibrations; Hilbert-Huang transform; Mahalanobis-Taguchi system; energy ratio; fault level identification; intrinsic mode function; machinery seeded-fault-test vibration signals; mechanical fault diagnostics; nondestructive condition monitoring method; standard Mahalanobis space; Circuit faults; Correlation; Fault diagnosis; Instruments; Transforms; Vibration measurement; Vibrations; Energy Ratio; Fault Level Identification; Hilbert-Huang transform; Intrinsic Mode Function; Mahalanobis-Taguchi System; Vibration Signals;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronic Measurement & Instruments (ICEMI), 2011 10th International Conference on
Conference_Location
Chengdu
Print_ISBN
978-1-4244-8158-3
Type
conf
DOI
10.1109/ICEMI.2011.6038001
Filename
6038001
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