Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution

In this study, we consider a multicomponent system which has k independent and identical strength components X1,...,Xk and each component is exposed to a common random stress Y when the underlying distributions are Weibull. The system is regarded as operating only if at least s out of k (1≤ s≤ k) st...

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Main Authors: FATIH KIZILASLAN, MUSTAFA NADAR
Format: Article
Language:English
Published: Universidad Nacional de Colombia
Series:Revista Colombiana de Estadística
Subjects:
Online Access:http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000200010&lng=en&tlng=en
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author FATIH KIZILASLAN
MUSTAFA NADAR
author_facet FATIH KIZILASLAN
MUSTAFA NADAR
author_sort FATIH KIZILASLAN
collection DOAJ
description In this study, we consider a multicomponent system which has k independent and identical strength components X1,...,Xk and each component is exposed to a common random stress Y when the underlying distributions are Weibull. The system is regarded as operating only if at least s out of k (1≤ s≤ k) strength variables exceeds the random stress. We estimate the reliability of the system by using frequentist and Bayesian approaches. The Bayes estimate of the reliability has been developed by using Lindleys approximation and the Markov Chain Monte Carlo methods due to the lack of explicit forms. The asymptotic confidence interval and the highest probability density credible interval are constructed for the reliability. The comparison of the reliability estimators is made in terms of the estimated risks by the Monte Carlo simulations.
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spelling doaj.art-137c7755c3b1481abe46d987d5219b172022-12-22T01:52:14ZengUniversidad Nacional de ColombiaRevista Colombiana de Estadística0120-175138246748410.15446/rce.v38n2.51674S0120-17512015000200010Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull DistributionFATIH KIZILASLAN0MUSTAFA NADAR1Gebze Technical UniversityIstanbul Technical UniversityIn this study, we consider a multicomponent system which has k independent and identical strength components X1,...,Xk and each component is exposed to a common random stress Y when the underlying distributions are Weibull. The system is regarded as operating only if at least s out of k (1≤ s≤ k) strength variables exceeds the random stress. We estimate the reliability of the system by using frequentist and Bayesian approaches. The Bayes estimate of the reliability has been developed by using Lindleys approximation and the Markov Chain Monte Carlo methods due to the lack of explicit forms. The asymptotic confidence interval and the highest probability density credible interval are constructed for the reliability. The comparison of the reliability estimators is made in terms of the estimated risks by the Monte Carlo simulations.http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000200010&lng=en&tlng=endistribución Weibullmodelo estrés-fuerzasistema de confiabilidad
spellingShingle FATIH KIZILASLAN
MUSTAFA NADAR
Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
Revista Colombiana de Estadística
distribución Weibull
modelo estrés-fuerza
sistema de confiabilidad
title Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
title_full Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
title_fullStr Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
title_full_unstemmed Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
title_short Classical and Bayesian Estimation of Reliability inMulticomponent Stress-Strength Model Based on Weibull Distribution
title_sort classical and bayesian estimation of reliability inmulticomponent stress strength model based on weibull distribution
topic distribución Weibull
modelo estrés-fuerza
sistema de confiabilidad
url http://www.scielo.org.co/scielo.php?script=sci_arttext&pid=S0120-17512015000200010&lng=en&tlng=en
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AT mustafanadar classicalandbayesianestimationofreliabilityinmulticomponentstressstrengthmodelbasedonweibulldistribution