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Visualizing multi-dimensional pareto-optimal fronts with a 3D virtual reality system

机译:使用3D虚拟现实系统可视化多维奇异的最优前沿

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In multiobjective optimization, there are several targets that are in conflict, and thus they all cannot reach their optimum simultaneously. Hence, the solutions of the problem form a set of compromised trade-off solutions (a Pareto-optimal front or Pareto-optimal solutions) from which the best solution for the particular problem can be chosen. However, finding that best compromise solution is not an easy task for the human mind. Pareto-optimal fronts are often visualized for this purpose because in this way a comparison between solutions according to their location on the Pareto-optimal front becomes somewhat easier. Visualizing a Pareto-optimal front is straightforward when there are only two targets (or objective functions), but visualizing a front for more than two objective functions becomes a difficult task. In this paper, we introduce a new and innovative method of using three-dimensional virtual reality (VR) facilities to present multi-dimensional Pareto-optimal fronts. Rotation, zooming and other navigation possibilities of VR facilities make easy to compare different trade-off solutions, and fewer solutions need to be explored in order to understand the interrelationships among conflicting objective functions. In addition, it can be used to highlight and characterize interesting features of specific Pareto-optimal solutions, such as whether a particular solution is close to a constraint boundary or whether a solution lies on a relatively steep trade-off region. Based on these additional visual aids for analyzing trade-off solutions, a preferred compromise solution may be easier to choose than by other means.
机译:在多目标优化中,存在多个冲突的目标,因此它们无法同时达到最佳状态。因此,问题的解决方案形成了一组折衷的折衷解决方案(Pareto最优前沿或Pareto最优解决方案),可以从中选择针对特定问题的最佳解决方案。但是,找到最佳的折衷解决方案对人类而言并非易事。为此通常会可视化帕累托最优前沿,因为按照这种方式,根据解决方案在帕累托最优前沿上的位置进行解决方案之间的比较会变得更加容易。当只有两个目标(或目标函数)时,可视化帕累托最优前沿很简单,但是可视化两个以上目标函数的前沿变得很困难。在本文中,我们介绍了一种使用三维虚拟现实(VR)设施来呈现多维帕累托最优前沿的创新方法。 VR设施的旋转,缩放和其他导航功能使比较不同的折衷解决方案变得容易,并且需要探索更少的解决方案来了解冲突的目标功能之间的相互关系。此外,它还可用于突出显示和表征特定帕累托最优解的有趣特征,例如特定解是否接近约束边界或解是否位于相对陡峭的折衷区域。基于这些用于分析权衡解决方案的其他可视化辅助工具,与其他方式相比,首选的折衷解决方案可能更容易选择。

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