帕累托点计算器

M. Geilen, T. Basten
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引用次数: 26

摘要

基于Pareto点的代数,提出了Pareto点的组合计算工具——Pareto计算器。该工具是多维优化问题、设计空间探索和质量管理和控制策略开发的有用工具。讨论了代数运算的实现及其复杂性。特别地,讨论了众所周知的分治算法的推广,从一组可能的配置中计算帕累托点(最优解),也称为最大向量或天际线问题。推广在于我们允许部分有序域,而不是只允许完全有序域。该计算器可通过以下网址获得:http://www.es.ele.tue.nl/pareto
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A Calculator for Pareto Points
This paper presents the Pareto calculator, a tool for compositional computation of Pareto points, based on the algebra of Pareto points. The tool is a useful instrument for multidimensional optimisation problems, design-space exploration and development of quality management and control strategies. Implementations and their complexity of the operations of the algebra are discussed. In particular, a generalisation of the well-known divide-and-conquer algorithm was discussed to compute the Pareto points (optimal solutions) from a set of possible configurations, also known as the maximal vector or skyline problem. The generalisation lies in the fact that we allow for partially ordered domains instead of only totally ordered ones. The calculator is available through the following url: http://www.es.ele.tue.nl/pareto
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