Progressive stress accelerated life tests under finite mixture models |
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Authors: | Alaa H. Abdel-Hamid Essam K. AL-Hussaini |
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Affiliation: | (1) Beni-Suef University, Beni-Suef, Egypt;(2) Kuwait University, Safat, Kuwait |
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Abstract: | In this paper, progressive stress accelerated life tests are considered when the lifetime of a product under use condition follows a finite mixture of distributions. The experiment is performed when each of the components in the mixture follows a general class of distributions which includes, among others, the Weibull, compound Weibull, power function, Gompertz and compound Gompertz distributions. It is assumed that the scale parameter of each component satisfies the inverse power low, the progressive stress is directly proportional to time and the cumulative exposure model for the effect of changing stress holds. Based on type-I censoring, the maximum likelihood estimates (MLEs) of the parameters under consideration are obtained. A special attention is paid to a mixture of two Rayleigh components. Simulation results are carried out to study the precision of the MLEs and to obtain confidence intervals for the parameters involved. |
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Keywords: | Finite mixtures Accelerated life tests Progressive stress Cumulative exposure model Type-I censoring Maximum likelihood estimation Local Fisher information matrix Simulation |
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