Bayesian analysis of masked series system lifetime data from a family of lifetime distributions

We consider the Bayesian analysis of lifetime data obtained from multi-component series systems when lifetime of each component of the system follows a ‘family of lifetime distributions’. We obtain Bayes estimates of parameters included in this family using incomplete system lifetime data under competing risk model. In order to show the applicability of results to the real life problems, we present analysis of a real data set of electric appliances in which failures occur due to several causes. We also give an ad-hoc technique to generate sample observations from a complicated distribution.

[1]  Asit P. Basu,et al.  Bayesian analysis of incomplete time and cause of failure data , 1997 .

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

[3]  L. Kuo,et al.  Bayesian reliability modeling for masked system lifetime data , 2000 .

[4]  S. Lazic,et al.  Introducing Monte Carlo Methods with R , 2012 .

[5]  Chiranjit Mukhopadhyay,et al.  Bayesian Analysis of Masked Series System Lifetime Data , 2007 .

[6]  John Geweke,et al.  Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments , 1991 .

[7]  J. Q. Smith,et al.  1. Bayesian Statistics 4 , 1993 .

[8]  Wayne Nelson,et al.  Applied life data analysis , 1983 .

[9]  Wayne B. Nelson,et al.  Applied Life Data Analysis: Nelson/Applied Life Data Analysis , 2005 .

[10]  Donald Geman,et al.  Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images , 1984 .

[11]  Frank M. Guess,et al.  Bayesian inference for masked system lifetime data , 1995 .

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

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

[14]  Yincai Tang,et al.  Bayesian Analysis of Pareto Reliability With Dependent Masked Data , 2009, IEEE Transactions on Reliability.

[15]  R. J. Croucher,et al.  Reliability and life testing , 1986 .

[16]  Jerald F. Lawless,et al.  Statistical Models and Methods for Lifetime Data. , 1983 .

[17]  Sanjeev K. Tomer,et al.  UMVU estimation of the reliability function of the generalized life distributions , 2003 .

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

[19]  Chanseok Park,et al.  Parameter estimation of incomplete data in competing risks using the EM algorithm , 2005, IEEE Transactions on Reliability.

[20]  Adrian F. M. Smith,et al.  Sampling-Based Approaches to Calculating Marginal Densities , 1990 .

[21]  W. Wong,et al.  The calculation of posterior distributions by data augmentation , 1987 .

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