TY - JOUR
T1 - Reliability Nonparametric Bayesian Estimation in Parallel Systems
AU - Polpo, Adriano
AU - Pereira, Carlos A. B.
PY - 2009/6
Y1 - 2009/6
N2 - Relevant results for (sub-)distribution functions related to parallel systems are discussed. The reverse hazard rate is defined using the product integral. Consequently, the restriction of absolute continuity for the involved distributions can be relaxed. The only restriction is that the sets of discontinuity points of the parallel distributions have to be disjointed. Nonparametric Bayesian estimators of all survival (sub-)distribution functions are derived. Dual to the series systems that use minimum life times as observations, the parallel systems record the maximum life times. Dirichlet multivariate processes forming a class of prior distributions are considered for the nonparametric Bayesian estimation of the component distribution functions, and the system reliability. For illustration, two striking numerical examples are presented.
AB - Relevant results for (sub-)distribution functions related to parallel systems are discussed. The reverse hazard rate is defined using the product integral. Consequently, the restriction of absolute continuity for the involved distributions can be relaxed. The only restriction is that the sets of discontinuity points of the parallel distributions have to be disjointed. Nonparametric Bayesian estimators of all survival (sub-)distribution functions are derived. Dual to the series systems that use minimum life times as observations, the parallel systems record the maximum life times. Dirichlet multivariate processes forming a class of prior distributions are considered for the nonparametric Bayesian estimation of the component distribution functions, and the system reliability. For illustration, two striking numerical examples are presented.
KW - Dirichlet multivariate processes
KW - distribution function
KW - parallel systems
KW - reversed hazard rate
KW - sub-distribution function
U2 - 10.1109/TR.2009.2019493
DO - 10.1109/TR.2009.2019493
M3 - Article
SN - 0018-9529
VL - 58
SP - 364
EP - 373
JO - IEEE Transactions on Reliability
JF - IEEE Transactions on Reliability
IS - 2
ER -