Estimations of parameters in Pareto reliability model in the presence of masked data

Abstract Estimations of parameters included in the individual distributions of the life times of system components in a series system are considered in this paper based on masked system life test data. We consider a series system of two independent components each has a Pareto distributed lifetime. The maximum likelihood and Bayes estimators for the parameters and the values of the reliability of the system's components at a specific time are obtained. Symmetrical triangular prior distributions are assumed for the unknown parameters to be estimated in obtaining the Bayes estimators of these parameters. Large simulation studies are done in order: (i) explain how one can utilize the theoretical results obtained; (ii) compare the maximum likelihood and Bayes estimates obtained of the underlying parameters; and (iii) study the influence of the masking level and the sample size on the accuracy of the estimates obtained.

[1]  B. Arnold,et al.  Bayesian inference for pareto populations , 1983 .

[2]  F. Guess,et al.  Exact maximum likelihood estimation using masked system data , 1993 .

[3]  Masami Miyakawa,et al.  Analysis of Incomplete Data in Competing Risks Model , 1984, IEEE Transactions on Reliability.

[4]  Ammar M. Sarhan The Bayes procedure in exponential reliability family models using conjugate convex tent prior family , 2001, Reliab. Eng. Syst. Saf..

[5]  Thorn J. Hodgson,et al.  Maximum likelihood analysis of component reliability using masked system life-test data , 1988 .

[6]  Frank M. Guess,et al.  Estimating system and component reliabilities under partial information on cause of failure , 1991 .

[7]  Satyanshu K. Upadhyay,et al.  Bayes results for classical Pareto distribution via Gibbs sampler, with doubly-censored observations , 1997 .

[8]  N. L. Johnson,et al.  Continuous Univariate Distributions. , 1995 .

[9]  Yizhou Yang,et al.  Bayes estimation for the Pareto failure-model using Gibbs sampling , 1996, IEEE Trans. Reliab..

[10]  Ram C. Tiwari,et al.  Bayes estimation of reliability under a random environment governed by a Dirichlet prior , 1989 .

[11]  H. Martz Bayesian reliability analysis , 1982 .

[12]  A. Soliman Bayes Prediction in a Pareto Lifetime Model With Random Sample Size , 2000 .

[13]  Ammar M. Sarhan,et al.  Estimation of components reliability in a parallel system using masked system life data , 2003, Appl. Math. Comput..

[14]  J. S. Usher Weibull component reliability-prediction in the presence of masked data , 1996, IEEE Trans. Reliab..

[15]  D. Lindley,et al.  Multivariate distributions for the life lengths of components of a system sharing a common environment , 1986, Journal of Applied Probability.

[16]  Ammar M. Sarhan Estimation of system components reliabilities using masked data , 2003, Appl. Math. Comput..

[17]  Ammar M. Sarhan Reliability estimations of components from masked system life data , 2001, Reliab. Eng. Syst. Saf..