Uniform design: Theory and application

被引：718
|
作者：
Fang, KT [1 ]
Lin, DKJ
Winker, P
Zhang, Y
机构：
[1] Hong Kong Baptist Univ, Dept Math, Kowloon Tong, Hong Kong, Peoples R China
[2] Penn State Univ, Dept Management Sci & Informat Syst, University Pk, PA 16802 USA
[3] Univ Mannheim, Dept Econ, D-68131 Mannheim, Germany
[4] Worcester Polytech Inst, Dept Mech Engn, Worcester, MA 01609 USA
来源：
TECHNOMETRICS | 2000年 / 42卷 / 03期
关键词：
computer experiment; discrepancy; orthogonal design; threshold accepting;
D O I：
10.2307/1271079
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
A uniform design (UD) seeks design points that are uniformly scattered on the domain. It has been popular since 1980. A survey of UD is given in the first portion: The fundamental idea and construction method are presented and discussed and examples are given for illustration. It is shown that UD's have many desirable properties for a wide variety of applications. Furthermore, we use the global optimization algorithm, threshold accepting, to generate UD's with low discrepancy. The relationship between uniformity and orthogonality is investigated. It turns out that most UD's obtained here are indeed orthogonal.
引用
收藏
页码：237 / 248
页数：12
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