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arXiv 1708.01404math.STstat.TH
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切片旋转球填充设计

Sliced rotated sphere packing designs

Xu He

摘要:

空间填充设计是计算机实验的流行选择。切片设计是一种可以划分为多个子设计的设计。我们提出了一种新的切片空间填充设计称为切片旋转球填充设计。它们的完整设计和子设计都是旋转球填充设计。它们是通过重新缩放、旋转、平移和从切片晶格中提取点来构建的。我们提供了两个快速算法来生成这样的设计。此外,我们提出了一个策略,使用切片旋转球包装设计自适应。在该策略下,初始试验在设计空间中均匀分布,后续试验通过初始试验获得的信息进行补充,组合设计是对任意局部区域的空间填充。最后举例说明了它的潜在应用。

英文摘要:

Space-filling designs are popular choices for computer experiments. A sliced design is a design that can be partitioned into several subdesigns. We propose a new type of sliced space-filling design called sliced rotated sphere packing designs. Their full designs and subdesigns are rotated sphere packing designs. They are constructed by rescaling, rotating, translating and extracting the points from a sliced lattice. We provide two fast algorithms to generate such designs. Furthermore, we propose a strategy to use sliced rotated sphere packing designs adaptively. Under this strategy, initial runs are uniformly distributed in the design space, follow-up runs are added by incorporating information gained from initial runs, and the combined design is space-filling for any local region. Examples are given to illustrate its potential application.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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