DocumentCode :
2467941
Title :
An ADT life prediction method based on the wavelet-packet band energy
Author :
Fan, Yu ; Li, Xiaoyang
Author_Institution :
Sch. of Reliability & Syst. Eng., Beihang Univ., Beijing, China
fYear :
2012
fDate :
23-25 May 2012
Firstpage :
1
Lastpage :
6
Abstract :
Vibration signal is often used as the monitoring data of electromechanical products health state. In order to solve the problem that is how to use the vibration data collected from Accelerated Degradation Testing (ADT) to predict the life and reliability of electromechanical product under normal conditions, this paper studies the ADT life prediction methods based on wavelet packet band energy extraction. Firstly, based on the fact that wavelet packet analysis can decompose the signal in frequency domain effectively and present all frequency domain features and details in time domain, ADT vibration data based wavelet packet band energy extraction is presented. Secondly, we propose a life prediction method combined the drift of Brownian motion (DBM) with band energy feature extraction. Finally, the application in the ADT of brush DC motor verified that the proposed method can effectively extract the features of the product life status and can accurately predict the life and reliability of the product under the normal conditions..
Keywords :
brushless DC motors; feature extraction; frequency-domain analysis; life testing; reliability; vibrations; wavelet transforms; ADT life prediction method; Brownian motion; DBM; accelerated degradation testing; brush DC motor; electromechanical product health state; frequency domain; reliability; vibration signal; wavelet packet band energy extraction; Reliability engineering; Wavelet analysis; ADT; feature extraction; life Prediction; wavelet packet band energy method;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Prognostics and System Health Management (PHM), 2012 IEEE Conference on
Conference_Location :
Beijing
ISSN :
2166-563X
Print_ISBN :
978-1-4577-1909-7
Electronic_ISBN :
2166-563X
Type :
conf
DOI :
10.1109/PHM.2012.6228781
Filename :
6228781
Link To Document :
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