Oracle数组及其在构建空间填充设计中的应用

Oracle arrays and their use for constructing space-filling designs

Journal of the Royal Statistical Society. Series B: Statistical Methodology · 2026
被引 0 · 同刊同年前 4%
ABS 4

中文导读

提出一种间接方法,先构造最大最小Hamming距离设计(即oracle数组),再将其转化为最大最小Lp距离设计,用于计算机实验中的空间填充设计构建。

Abstract

Abstract The maximin distance is an attractive criterion for constructing space-filling designs. As factors in computer experiments are generally quantitative, the Lp-distance is appropriate. Theoretical construction of maximin Lp-distance designs, however, is extremely challenging. Given that directly attacking the problem is difficult, we propose an indirect approach that first constructs maximin Hamming distance designs and then constructs maximin Lp-distance designs using the former. The approach turns out to be very fruitful. We introduce oracle arrays, which are a special class of maximin Hamming distance arrays that also allow other maximin Hamming distance arrays to be easily constructed. We then examine how to use oracle arrays to construct maximin Lp-distance designs. Although the approach is motivated by the desire of constructing maximin Lp-distance designs, it can also be thought of as a generalization of the idea of orthogonal array based designs.

实验设计空间填充设计计算机实验最大最小距离