Abstract
In this paper, we discuss the statistical inference of the lifetime distribution of components based on observing the system lifetimes when the system structure is known. A general proportional hazard rate model for the lifetime of the components is considered, which includes some commonly used lifetime distributions. Different estimation methods—method of moments, maximum likelihood method and least squares method—for the proportionality parameter are discussed. The conditions for existence and uniqueness of method of moments and maximum likelihood estimators are presented. Then, we focus on a special case when the lifetime distributions of the components are exponential. Computational formulas for point and interval estimations of the unknown mean lifetime of the components are provided. A Monte Carlo simulation study is used to compare the performance of these estimation methods and recommendations are made based on these results. Finally, an example is provided to illustrate the methods proposed in this paper.
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Ng, H.K.T., Navarro, J. & Balakrishnan, N. Parametric inference from system lifetime data under a proportional hazard rate model. Metrika 75, 367–388 (2012). https://doi.org/10.1007/s00184-010-0331-7
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DOI: https://doi.org/10.1007/s00184-010-0331-7