Nonparametric optimal designs for degradation tests

被引:2
作者
Balakrishnan, Narayanaswamy [1 ]
Qin, Chengwei [1 ]
机构
[1] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
关键词
First passage time; optimization; Levy process; empirical saddlepoint approximation; gamma bridge; Laplace inversion; INVERSE GAUSSIAN PROCESS; 1ST PASSAGE TIME; GAMMA; PRODUCTS; MODELS;
D O I
10.1080/02664763.2019.1648392
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 paper discusses the optimal design of a degradation test within the nonparametric framework by assuming the underlying process to be an empirical Levy process with heterogeneity. The optimization of the experiment relies on the design variables including the sample size, the measurement frequency and total operation time. It is necessary to investigate the effect of the design variables on the estimation of first passage time (FPT). Subject to total experimental cost not exceeding a pre-specified budget, the values of design variables are determined such that the bootstrap mean square error of the th percentile of the FPT distribution is minimized.
引用
收藏
页码:624 / 641
页数:18
相关论文
共 34 条
[1]   Degradation modeling based on gamma process models with random effects [J].
Alberto Rodriguez-Picon, Luis ;
Patricia Rodriguez-Picon, Anna ;
Carlos Mendez-Gonzalez, Luis ;
Rodriguez-Borbon, Manuel I. ;
Alvarado-Iniesta, Alejandro .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2018, 47 (06) :1796-1810
[2]   Nonparametric evaluation of the first passage time of degradation processes [J].
Balakrishnan, Narayanaswamy ;
Qin, Chengwei .
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2019, 35 (03) :571-590
[3]   First Passage Time of a Levy Degradation Model with Random Effects [J].
Balakrishnan, Narayanaswamy ;
Qin, Chengwei .
METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY, 2019, 21 (01) :315-329
[4]   SADDLEPOINT APPROXIMATIONS IN STATISTICS [J].
DANIELS, HE .
ANNALS OF MATHEMATICAL STATISTICS, 1954, 25 (04) :631-650
[5]  
DAVISON AC, 1988, BIOMETRIKA, V75, P417, DOI 10.2307/2336592
[6]   On the first passage of one-sided Levy motions [J].
Eliazar, I ;
Klafter, J .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 336 (3-4) :219-244
[7]   A Bayesian Predictive Analysis of Step-Stress Accelerated Tests in Gamma Degradation-Based Processes [J].
Fan, Tsai-Hung ;
Chen, Cian-Huei .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2017, 33 (07) :1417-1424
[8]   ON THE EMPIRICAL SADDLEPOINT APPROXIMATION [J].
FEUERVERGER, A .
BIOMETRIKA, 1989, 76 (03) :457-464
[9]   The transformed gamma process for degradation phenomena in presence of unexplained forms of unit-to-unit variability [J].
Giorgio, Massimiliano ;
Guida, Maurizio ;
Pulcini, Gianpaolo .
QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2018, 34 (04) :543-562
[10]   A Bayesian Optimal Design for Accelerated Degradation Testing Based on the Inverse Gaussian Process [J].
Li, Xiaoyang ;
Hu, Yuqing ;
Zio, Enrico ;
Kang, Rui .
IEEE ACCESS, 2017, 5 :5690-5701