{"title":"Efficient systems analysis by combining SysML and coevolution","authors":"David Morgan, A. Waldock, D. Corne","doi":"10.1109/SYSoSE.2012.6384141","DOIUrl":null,"url":null,"abstract":"The engineering of a complex and large scale system with hundreds of competing requirements is a time consuming and costly process. In recent years, Model Based Systems Engineering has been adopted as a means of moving from a document-centric approach to a model based approach where reusable models can be used to analyse the proposed system. The application of multi-objective optimisation algorithms to generate a set of designs that represent the trade-off between competing system requirements would be highly desirable. In this paper, the authors apply different optimisation strategies, inspired by coevolution, to efficiently generate a set of solutions by identifying and exploiting the structure within the design. The preliminary results show that using the structure inherent in a SysML design has significant benefits in terms of the number of evaluations needed to generate the solutions.","PeriodicalId":388477,"journal":{"name":"2012 7th International Conference on System of Systems Engineering (SoSE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 7th International Conference on System of Systems Engineering (SoSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SYSoSE.2012.6384141","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
The engineering of a complex and large scale system with hundreds of competing requirements is a time consuming and costly process. In recent years, Model Based Systems Engineering has been adopted as a means of moving from a document-centric approach to a model based approach where reusable models can be used to analyse the proposed system. The application of multi-objective optimisation algorithms to generate a set of designs that represent the trade-off between competing system requirements would be highly desirable. In this paper, the authors apply different optimisation strategies, inspired by coevolution, to efficiently generate a set of solutions by identifying and exploiting the structure within the design. The preliminary results show that using the structure inherent in a SysML design has significant benefits in terms of the number of evaluations needed to generate the solutions.