DocumentCode
2467930
Title
A pre-processing method for degradation parameter
Author
Wang, Lizhi ; Jiang, Tongmin ; Li, Xiaoyang ; Wang, Xiaohong
Author_Institution
Dept. of Syst. Eng. of Eng. Technol., Beihang Univ., Beijing, China
fYear
2012
fDate
23-25 May 2012
Firstpage
1
Lastpage
4
Abstract
In the application of lifetime prediction, sometimes the degradation parameter would be disturbed due to the unstable environment. This phenomenon is negative to the prediction of the lifetime and reliability. So we take Super-luminescent Diode (SLD) as an example, to research the method of degradation parameter pre-processing method under the temperature stress. Firstly, analyze the relationship between degradation variable and unstable environment variable of the parameter. Secondly, remove the unstable environment variable by modeling method based on Support Vector Machines (SVM) and filtering method based on wavelet analysis. Finally, the pre-processing of the degradation parameter is finished, and then the accuracy of the lifetime prediction is improved.
Keywords
diodes; filtering theory; luminescent devices; reliability; support vector machines; wavelet transforms; SLD; SVM; degradation parameter; filtering method; lifetime prediction; preprocessing method; reliability; super-luminescent diode; support vector machines; temperature stress; wavelet analysis; Data models; Kernel; Optical fibers; Optical filters; Optical sensors; Superluminescent diodes; Super-luminescent Diode; pre-processing; support vector machine; wavelet analysis;
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.2012.6228780
Filename
6228780
Link To Document