Bayesian accelerated life testing: A generalized Eyring-Birnbaum-Saunders model

被引:4
|
作者
Smit, Neill [1 ]
Raubenheimer, Lizanne [2 ]
机构
[1] North West Univ, Sch Math & Stat Sci, Potchefstroom, South Africa
[2] Rhodes Univ, Dept Stat, Grahamstown, South Africa
基金
新加坡国家研究基金会;
关键词
accelerated life testing; bayes; Birnbaum-Saunders distribution; generalized Eyring model; Markov chain monte carlo; INFERENCE;
D O I
10.1002/qre.2970
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, an accelerated life testing model using the Birnbaum-Saunders distribution and the generalized Eyring model is explored. A Bayesian approach is proposed, considering the combined effect of one thermal stressor and one non-thermal stressor. The model is demonstrated via an application to an electronics epoxy packaging ALT data set, with temperature and humidity as accelerated stressors. Markov chain Monte Carlo methods are employed to generate posterior samples for inference. A sensitivity analysis is performed via the deviance information criterion. The predictive reliability is also investigated.
引用
收藏
页码:195 / 210
页数:16
相关论文
共 50 条
  • [1] A Bayesian generalized Eyring-Weibull accelerated life testing model
    Smit, Neill
    Raubenheimer, Lizanne
    Mazzuchi, Thomas
    Soyer, Refik
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2024, 40 (02) : 1110 - 1125
  • [2] A Birnbaum-Saunders accelerated life model
    Owen, WJ
    Padgett, WJ
    IEEE TRANSACTIONS ON RELIABILITY, 2000, 49 (02) : 224 - 229
  • [3] Statistical Inference for Progressive Stress Accelerated Life Testing with Birnbaum-Saunders Distribution
    Sha, Naijun
    STATS, 2018, 1 (01): : 189 - 203
  • [4] INFERENCES FOR THE BIRNBAUM-SAUNDERS FATIGUE LIFE MODEL USING BAYESIAN METHODS
    ACHCAR, JA
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 1993, 15 (04) : 367 - 380
  • [5] Bayesian inference for the Birnbaum–Saunders nonlinear regression model
    Rafael B. A. Farias
    Artur J. Lemonte
    Statistical Methods & Applications, 2011, 20 : 423 - 438
  • [6] Classical and Bayesian inference for an extended generalized Birnbaum-Saunders distribution
    Sha, Naijun
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2023, 52 (11) : 5615 - 5632
  • [7] Bayesian inference for the Birnbaum-Saunders nonlinear regression model
    Farias, Rafael B. A.
    Lemonte, Artur J.
    STATISTICAL METHODS AND APPLICATIONS, 2011, 20 (04): : 423 - 438
  • [8] Bimodal Birnbaum-Saunders generalized autoregressive score model
    Fonseca, Rodney V.
    Cribari-Neto, Francisco
    JOURNAL OF APPLIED STATISTICS, 2018, 45 (14) : 2585 - 2606
  • [9] On limit distributions emerging in the generalized Birnbaum-Saunders model
    Volodin I.N.
    Dzhungurova O.A.
    Journal of Mathematical Sciences, 2000, 99 (3) : 1348 - 1366
  • [10] Multi-damage accelerated life test based on the Birnbaum-Saunders reliability evaluation model
    Lu, Chenggong
    Wei, Zhiqiang
    Qiao, Hongxia
    Hakuzweyezu, Theogene
    Qiao, Guobin
    Li, Kan
    Zhu, Bingrong
    JOURNAL OF ASIAN ARCHITECTURE AND BUILDING ENGINEERING, 2023, 22 (01) : 226 - 239