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Bayesian Analysis of Hazard Rate, Change Point, and Cost-Optimal Burn-In Time for Electronic Devices

机译:电子设备的危险率,变化点和成本最佳老化时间的贝叶斯分析

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摘要

This study develops a full Bayesian approach to analysing hazard rate, change point, and cost-optimal burn-in time for electronic devices. The Weibull-exponential distribution is used to model the L-shaped hazard rate function that is commonly observed for electronic devices. The optimal burn-in time is selected to minimize the prior or posterior total expected costs, which explicitly consider the uncertainties on all the model parameters. The proposed approach is illustrated using an experimental data set consisting of failure times of a nano-scale high-$k$ gate dielectric film.
机译:这项研究开发了一种完整的贝叶斯方法来分析电子设备的危险率,变化点和成本最优的老化时间。威布尔指数分布用于对电子设备中常见的L形危险率函数进行建模。选择最佳老化时间以使之前或之后的总预期成本最小化,后者明确考虑了所有模型参数的不确定性。使用实验数据集说明了所提出的方法,该实验数据集包含纳米级高$ k $栅极介电膜的失效时间。

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