Exponential progressive step-stress life-testing with link function based on Box-Cox transformation

被引:25
作者
Fan, Tsai-Hung [1 ]
Wang, Wan-Lun [1 ]
Balakrishnan, N. [2 ]
机构
[1] Natl Cent Univ, Grad Inst Stat, Jhongli 32001, Taiwan
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
关键词
step-stress test; accelerated life-testing; maximum likelihood estimates; Bayesian inference; Fisher-scoring algorithm; Markov chain Monte Carlo; cumulative exposure model; Box-Cox transformation; progressive censoring; link function;
D O I
10.1016/j.jspi.2007.10.002
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
in order to quickly extract information on the life of a product, accelerated life-tests are usually employed. In this article, we discuss a k-stage step-stress accelerated life-test with M-stress variables when the underlying data are progressively Type-I group censored. The life-testing model assumed is an exponential distribution with a link function that relates the failure rate and the stress variables in a linear way under the Box-Cox transformation, and a cumulative exposure model for modelling the effect of stress changes. The classical maximum likelihood method as well as a fully Bayesian method based on the Markov chain Monte Carlo (MCMC) technique is developed for inference on all the parameters of this model. Numerical examples are presented to illustrate all the methods of inference developed here, and a comparison of the ML and Bayesian methods is also carried out. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:2340 / 2354
页数:15
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