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Health Assessment Method for Electronic Components Subject to Condition Monitoring and Hard Failure

  • Shuai Zhao
  • , Viliam Makis
  • , Shaowei Chen
  • , Yong Li
  • University of Toronto
  • Northwestern Polytechnical University Xian

科研成果: 期刊稿件文章同行评审

75 引用 (Scopus)

摘要

In this paper, a health assessment method for electronic components subject to condition monitoring (CM) is presented, which can be used to estimate the conditional reliability characteristics given the current operational age and the corresponding degradation state. The degradation process is characterized by a continuous-time Markov chain, which is incorporated into a Cox's proportional hazard model to describe the hazard rate of the time to failure. The two main challenges encountered in the health assessment of electronic components subject to CM and hard failure, i.e., the large number of degradation states and the general deteriorating transition mechanism, can be properly addressed by the proposed method. To illustrate the effectiveness of the proposed method, a case study of power metal-oxide-semiconductor field-effect transistors is performed as a representative example of a general electronic application. The method for the model parameter estimation is developed and applied using the degradation and failure data obtained from an accelerated testing experiment, based on which the conditional reliability function, the mean residual life, and other health characteristics can be explicitly calculated using the proposed discretization technique. The excellent accuracy of the health assessment demonstrates the effectiveness and advantages of the proposed method applied to a real electronic component subject to CM and hard failure.

源语言英语
文章编号8382311
页(从-至)138-150
页数13
期刊IEEE Transactions on Instrumentation and Measurement
68
1
DOI
出版状态已出版 - 1月 2019

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