Efficient systems analysis by combining SysML and coevolution

David Morgan, A. Waldock, D. Corne
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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.
结合SysML和协同进化的高效系统分析
具有数百个相互竞争的需求的复杂大型系统的工程设计是一个耗时且昂贵的过程。近年来,基于模型的系统工程作为一种从以文档为中心的方法转向基于模型的方法的方法而被采用,在这种方法中可重用的模型可以被用来分析被提议的系统。应用多目标优化算法来生成一组设计,这些设计代表了竞争系统需求之间的权衡,这是非常可取的。在本文中,作者应用不同的优化策略,受到共同进化的启发,通过识别和利用设计中的结构来有效地生成一组解决方案。初步结果表明,就生成解决方案所需的评估次数而言,使用SysML设计中固有的结构具有显著的好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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