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Decision Making Graphical Tool for Multiobjective Optimization Problems

机译:多目标优化问题的决策图形工具

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摘要

Multiobjective optimization problems have become an important issue at many engineering problems. A tradeoff between several design criteria is required and important efforts are made for the development of Multiobjective Optimization Techniques and, in particular, Evolutionary Multiobjective Optimization. Usually these algorithms produce a set of optimum solutions in Pareto sense, there is not a unique solution. The designer (Decision Maker) has to finally select one solution for each particular problem, then he has to select from a set of Pareto solutions, the most adequate solution according to his preferences. It is widely accepted that visualization tools are valuable tools to provide the Decision Maker (DM) with a meaningful way to analyze Pareto set and then to help to select an adequate solution. This work describes a new graphical way to represent high dimensional and large sets of Pareto solutions, allowing an easier analysis, and helping the DM to select an adequate solution.
机译:多目标优化问题已成为许多工程问题中的重要问题。需要在多个设计标准之间进行权衡,并且需要为开发多目标优化技术(尤其是演化多目标优化)做出重大努力。通常,这些算法会产生帕累托意义上的一组最优解,而没有唯一的解。设计师(Decision Maker)必须为每个特定问题最终选择一个解决方案,然后他必须从一组Pareto解决方案中进行选择,这是根据自己的喜好选择的最合适的解决方案。可视化工具是为决策者(DM)提供有意义的方式来分析Pareto集,然后帮助选择适当解决方案的有价值的工具,这一点已被广泛接受。这项工作描述了一种新的图形化方式来表示高维和大型Pareto解决方案,可以简化分析并帮助DM选择合适的解决方案。

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