Optimal scheme and estimation for a bivariate step-stress accelerated life test with the inverse Weibull distribution under type-I progressive censored samples

被引:3
作者
Alotaibi, Refah [1 ]
Almetwally, Ehab M. M. [2 ,3 ]
Wang, Min [4 ,6 ]
Rezk, Hoda [5 ]
机构
[1] Princess Nourah bint Abdulrahman Univ, Coll Sci, Dept Math Sci, Riyadh, Saudi Arabia
[2] Delta Univ Sci & Technol, Fac Business Adm, Dept Stat, Gamasa, Egypt
[3] Cairo Univ, Fac Grad Studies Stat Res, Dept Math Stat, Cairo, Egypt
[4] Univ Texas San Antonio, Dept Management Sci & Stat, San Antonio, TX USA
[5] Al Azhar Univ, Dept Stat, Cairo, Egypt
[6] Univ Texas San Antonio, Dept Management Sci & Stat, San Antonio, TX 78249 USA
关键词
asymptotic variance; Bayesian estimation; interval estimation; maximum likelihood estimators; real life data; EXPONENTIAL-DISTRIBUTION; COMPETING RISKS; PREDICTION; INFERENCE; FAILURE; MODEL;
D O I
10.1002/qre.3418
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, we provide an optimization design for a step-stress accelerated life test (ALT) with two stress variables when the lifespan of test units is assumed to follow the inverse Weibull (IW) distribution. We first utilize progressive type-I censoring and accelerated life testing to shorten the time and reduce cost of testing and then adopt a cumulative exposure (CE) model to look at the impact of varying stress levels. A log-linear relationship between the scale parameter of the IW distribution and stress has been postulated. We obtain the maximum likelihood estimators and Bayes estimators of the unknown model parameters. Under normal operating conditions, we design an optimal test plan via minimizing the asymptotic variance (AV) of the percentile life. We carry out simulation studies to illustrate the performance and optimality of the proposed model. Finally, a real-life data is analyzed for illustrative purposes.
引用
收藏
页码:3082 / 3101
页数:20
相关论文
共 41 条
[1]   Accelerated life tests for modified Kies exponential lifetime distribution: binomial removal, transformers turn insulation application and numerical results [J].
Abd El-Raheem, A. M. ;
Almetwally, Ehab M. ;
Mohamed, M. S. ;
Hafez, E. H. .
AIMS MATHEMATICS, 2021, 6 (05) :5222-5255
[2]   The new discrete distribution with application to COVID-19 Data [J].
Almetwally, Ehab M. ;
Abdo, Doaa A. ;
Hafez, E. H. ;
Jawa, Taghreed M. ;
Sayed-Ahmed, Neveen ;
Almongy, Hisham M. .
RESULTS IN PHYSICS, 2022, 32
[3]   Optimal Design for a Bivariate Step-Stress Accelerated Life Test with Alpha Power Exponential Distribution Based on Type-I Progressive Censored Samples [J].
Alotaibi, Refah ;
Al Mutairi, Aned ;
Almetwally, Ehab M. ;
Park, Chanseok ;
Rezk, Hoda .
SYMMETRY-BASEL, 2022, 14 (04)
[4]  
[Anonymous], 1993, An introduction to the bootstrap, monographs on statistics and applied probability
[5]  
[Anonymous], 1990, Accelerated testing: statistical models, test plans and data analysis
[6]  
Bagdonavicius V., 2002, Accelerated life models: Modeling and statistical analysis
[7]   Progressive censoring methodology: an appraisal [J].
Balakrishnan, N. .
TEST, 2007, 16 (02) :211-259
[8]  
Balakrishnan N., 2000, AGGARWALA PROGR CENS
[9]   BAYES 2-SAMPLE PREDICTION FOR THE INVERSE WEIBULL DISTRIBUTION [J].
CALABRIA, R ;
PULCINI, G .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1994, 23 (06) :1811-1824
[10]  
Calabria R., 1990, Statistica Applicata, V2, P53