Bayesian methods for planning accelerated life tests

被引:100
作者
Zhang, Y [1 ]
Meeker, WQ
机构
[1] Groton Labs, Pfizer Global Res & Dev, Groton, CT 06340 USA
[2] Iowa State Univ, Dept Stat, Ames, IA 50011 USA
关键词
c-optimality; censored data; equivalence theorem; log-location-scale family; optimal design; preposterior; reliability;
D O I
10.1198/004017005000000373
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
This article describes Bayesian methods for accelerated life test planning with one accelerating variable, when the acceleration model is linear in the parameters, based on censored data from a log-location-scale distribution. We use a Bayesian criterion based on estimation precision of a distribution quantile at a specified use condition to find optimum test plans. We also show how to compute optimized compromise plans that satisfy practical constraints. A large-sample normal approximation provides an easy-to-interpret yet useful simplification to this planning problem. We present a numerical example using the Weibull distribution with type I censoring to illustrate the methods and to examine the effects of the prior distribution, censoring, and sample size. The general equivalence theorem is used to verify that the numerically optimized test plans are globally optimum. The resulting optimum plans are also evaluated using simulation.
引用
收藏
页码:49 / 60
页数:12
相关论文
共 27 条
[1]  
Atkinson A.C., 1992, OPTIMUM EXPT DESIGNS
[2]  
BERGER J. O., 2013, Statistical Decision Theory and Bayesian Analysis, DOI [10.1007/978-1-4757-4286-2, DOI 10.1007/978-1-4757-4286-2]
[3]   BAYESIAN DESIGN FOR ACCELERATED LIFE TESTING [J].
CHALONER, K ;
LARNTZ, K .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1992, 33 (02) :245-259
[4]   OPTIMAL BAYESIAN DESIGN APPLIED TO LOGISTIC-REGRESSION EXPERIMENTS [J].
CHALONER, K ;
LARNTZ, K .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1989, 21 (02) :191-208
[5]   Bayesian experimental design: A review [J].
Chaloner, K ;
Verdinelli, I .
STATISTICAL SCIENCE, 1995, 10 (03) :273-304
[6]  
Clyde M., 1995, CASE STUDIES BAYESIA, V2, P278, DOI DOI 10.1007/978-1-4612-2546-1_7
[7]  
DUBOV EL, 1977, REGRESSION EXPT, P103
[8]   Simulation-based designs for accelerated life tests [J].
Erkanli, A ;
Soyer, R .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2000, 90 (02) :335-348
[9]  
ESCOBAR LA, 1994, J R STAT SOC C-APPL, V43, P533
[10]   PLANNING ACCELERATED LIFE TESTS WITH 2 OR MORE EXPERIMENTAL FACTORS [J].
ESCOBAR, LA ;
MEEKER, WQ .
TECHNOMETRICS, 1995, 37 (04) :411-427