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

机译:状态监测与硬故障电子元器件健康评估方法

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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.
机译:本文提出了一种用于状态监控(CM)的电子元件健康评估方法,该方法可用于在给定当前工作年龄和相应退化状态的情况下估计条件可靠性特征。退化过程的特征是连续时间的马尔可夫链,该链被纳入Cox比例风险模型中,以描述失效时间的风险率。通过所提出的方法可以适当地解决在经受CM和硬故障的电子部件的健康评估中遇到的两个主要挑战,即大量的降解状态和一般恶化的转变机制。为了说明所提方法的有效性,以功率金属氧化物半导体场效应晶体管为例,作为一般电子应用的代表实例进行了研究。使用从加速测试实验获得的退化和失效数据开发并应用模型参数估计方法,在此基础上,可以使用拟议的离散化技术显式计算条件可靠性函数,平均剩余寿命和其他健康特征。健康评估的出色准确性证明了该方法的有效性和优势,该方法适用于遭受CM和硬故障的真实电子组件。

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