An algebra of Pareto points

M. Geilen, T. Basten, B. Theelen, R. Otten
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引用次数: 86

Abstract

Multicriteria optimisation problems occur naturally in engineering practices. Pareto analysis has proven to be a powerful tool to characterise potentially interesting realisations of a particular engineering problem for design-space exploration. Depending on the optimisation goals, one of the Pareto-optimal alternatives is the optimal realisation. It occurs however, that partial design decisions have to be taken, leaving other aspects of the optimisation problem to be decided at a later stage, and that Pareto-optimal configurations have to be composed (dynamically) from Pareto-optimal configurations of components. Both aspects are not supported by current analysis methods. This paper introduces a novel, algebraic approach to Pareto analysis. It allows for describing incremental design decisions and composing sets of Pareto-optimal configurations. The algebra can be used to study the operations on Pareto sets and the efficient computation of Pareto sets and their compositions.
帕累托点的代数
多准则优化问题在工程实践中很常见。帕累托分析已被证明是一种强大的工具,可以描述设计空间探索中特定工程问题的潜在有趣实现。根据优化目标,其中一个帕累托最优方案是最优实现。然而,出现的情况是,必须采取部分设计决策,将优化问题的其他方面留到稍后阶段决定,并且必须(动态地)由组件的帕累托最优配置组成帕累托最优配置。目前的分析方法不支持这两个方面。本文介绍了一种新颖的、代数的帕累托分析方法。它允许描述增量设计决策和组合帕累托最优配置集。该代数可用于研究Pareto集合的运算以及Pareto集合及其组成的有效计算。
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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