• 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