Methods for Construction and Research Stereometric Visual Images of Multi-criteria Alternatives

A. Zakharova, D. Korostelyov
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Abstract

The article discusses methods for constructing and research stereometric visual images of multi-criteria alternatives. The difficulty of applying traditional decision-making methods when choosing the best alternative in the case of decision-making tasks with a large dimension is noted. Methods are proposed for reducing the dimension of a decision-making problem by constructing stereometric visual images that describe choice set and criteria set. The tasks of visual analytics are highlighted in the course of reducing the dimension of the decisionmaking task: grouping and ranking criteria, pairwise comparison and filtering of alternatives. A description of the methods for constructing stereometric visual images of multi-criteria alternatives based on histograms of alternatives and criteria is given. Also describes a method for constructing surface of the criteria's correlation. Using the developed method of alternatives visualization as a single image enables their visual filtering. The application method of the criteria visualization as a single image in combination with the construction and analysis of surface of the criteria's correlation allows for the grouping and ranking of criteria. The experiment is described on the application of the proposed methods for constructing and studying stereometric visual images of multi-criteria alternatives using the example of the problem of choosing the best OpenFoam solver, with the help of which estimates of the accuracy of calculating the inviscid flow around the cone were obtained. It is shown how, due to the above visualization methods, it is possible to reduce the count of criteria by several times.
多准则替代立体视觉图像的构建与研究方法
本文讨论了构建和研究多准则替代立体视觉图像的方法。指出了在大维度决策任务中应用传统决策方法选择最佳方案的困难。提出了通过构造描述选择集和标准集的立体视觉图像来降低决策问题维数的方法。可视化分析的任务在降低决策任务维数的过程中得到强调:分组和排序标准,两两比较和备选方案的过滤。给出了基于备选项和准则的直方图构造多准则备选项立体视觉图像的方法。还介绍了一种构造准则相关曲面的方法。使用已开发的替代可视化方法作为单个图像,可以实现它们的视觉过滤。将标准可视化为单幅图像的应用方法,结合标准相关性曲面的构建和分析,实现了标准的分组和排序。以最佳OpenFoam求解器的选择问题为例,对所提出的方法在构建和研究多准则方案的立体视觉图像中的应用进行了实验,并对圆锥周围无粘流的计算精度进行了估计。它显示了如何,由于上述可视化方法,有可能减少数倍的标准计数。
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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