Analysis of grouped and censored data from step-stress life test

被引:37
作者
Xiong, CJ [1 ]
Ji, M
机构
[1] Washington Univ, Div Biostat, St Louis, MO 63141 USA
[2] San Diego State Univ, Dept Epidemiol & Biostat, San Diego, CA 92182 USA
关键词
asymptotic variance; confidence interval; cumulative exposure model; exponential distribution; Fisher information; maximum likelihood; optimum test plan;
D O I
10.1109/TR.2004.824832
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies statistical analysis of grouped and censored data obtained from a step-stress accelerated life test. We assume that the stress change times in the step-stress life test are fixed and the lifetimes observed are type I censored. Maximum likelihood estimates and asymptotic confidence intervals for model parameters are obtained. We provide an asymptotic statistical test for the cumulative exposure model based on the grouped and type I censored data. We also present the optimum test plan for a simple step-stress test when the lifetime under constant stress is assumed exponential. Finally we give an application of our methods by applying our analysis process to a real life data set. The proposed statistical methodology is especially useful when intermittent inspection is the only feasible way of checking the status of test units during a step-stress test.
引用
收藏
页码:22 / 28
页数:7
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