accelerated life testing;
optimal design;
Fisher information matrix;
extension of the exponential distribution;
type-I censoring;
Bayes estimation;
simulation study;
SAMPLE-SIZE ALLOCATION;
MODEL;
INFERENCE;
DESIGN;
REGRESSION;
D O I:
10.1520/JTE20170553
中图分类号:
TB3 [工程材料学];
学科分类号:
0805 ;
080502 ;
摘要:
Accelerated life tests (ALTs) are usually applied for life testing of devices that are extremely reliable. In this article, a constant-stress ALT is considered when the lifetime of a test unit has an extension of the exponential distribution. It can be accepted as an alternate to Weibull, gamma, and exponentiated exponential distributions. The scale parameter of lifetime distribution is supposed to be a log-linear function of the stress levels. The maximum likelihood estimates of the parameters, as well as Fisher information matrix, are derived. In addition, Bayes estimates of the model parameters are obtained. The optimal proportion of test units allocated to every stress level is derived depending on D-, C-, and A-optimality criteria. Moreover, two real data examples are analyzed to explain the importance of the extension of the exponential distribution in reliability studies. Thereafter, a Monte Carlo simulation study is carried out to check the efficacy of the estimation techniques and the optimality criteria.
机构:
Department of Mathematics, Faculty of Science, Al-Azhar University, CairoDepartment of Mathematics, Faculty of Science, Al-Azhar University, Cairo
El-Din M.M.M.
Abu-Youssef S.E.
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机构:
Department of Mathematics, Faculty of Science, Al-Azhar University, CairoDepartment of Mathematics, Faculty of Science, Al-Azhar University, Cairo
Abu-Youssef S.E.
Ali N.S.A.
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机构:
Department of Mathematics, Faculty of Education, Ain Shams University, CairoDepartment of Mathematics, Faculty of Science, Al-Azhar University, Cairo
Ali N.S.A.
El-Raheem A.M.A.
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h-index: 0
机构:
Department of Mathematics, Faculty of Education, Ain Shams University, CairoDepartment of Mathematics, Faculty of Science, Al-Azhar University, Cairo