{"title":"COBAREA: The COpula-BAsed REliability and Availability Modeling Environment","authors":"M. Walter, S. Esch, P. Limbourg","doi":"10.1109/QEST.2009.22","DOIUrl":null,"url":null,"abstract":"As an alternative to fault trees being able to deal with inter-component dependencies, we present a tool based on copulas. Copulas are a way of specifying joint distributions if only the marginal probabilities are known. In terms of system reliability, this can be interpreted as inferring the system state vector probability from the component state probabilities. What makes copulas a valuable modeling method for large reliability models isthe separation of the component distributions (the marginals) and the dependencies. Therefore, copulas can be used with arbitrary fault tree evaluation algorithms.","PeriodicalId":187276,"journal":{"name":"2009 Sixth International Conference on the Quantitative Evaluation of Systems","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 Sixth International Conference on the Quantitative Evaluation of Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/QEST.2009.22","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
As an alternative to fault trees being able to deal with inter-component dependencies, we present a tool based on copulas. Copulas are a way of specifying joint distributions if only the marginal probabilities are known. In terms of system reliability, this can be interpreted as inferring the system state vector probability from the component state probabilities. What makes copulas a valuable modeling method for large reliability models isthe separation of the component distributions (the marginals) and the dependencies. Therefore, copulas can be used with arbitrary fault tree evaluation algorithms.