Construction of (nearly) orthogonal sliced Latin hypercube designs

被引:8
|
作者
Wang, Xiao-Lei
Zhao, Yu-Na
Yang, Jian-Feng [1 ]
Liu, Min-Qian
机构
[1] Nankai Univ, LPMC, Tianjin 300071, Peoples R China
基金
中国国家自然科学基金; 高等学校博士学科点专项科研基金;
关键词
Computer experiments; Near orthogonality; Second-order orthogonality; Sliced Latin hypercube designs; COMPUTER EXPERIMENTS; QUANTITATIVE FACTORS; MODELS; VARIABLES;
D O I
10.1016/j.spl.2017.02.004
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
Sliced Latin hypercube designs have found a wide range of applications. Such a design is a special Latin hypercube design that can be partitioned into slices which are still LHDs when the levels of each slices are collapsed properly. In this paper we propose a method for constructing sliced Latin hypercube designs with second-order orthogonality. The resulting designs are further augmented to be nearly orthogonal sliced Latin hypercube designs which have much more columns. Also, two methods of generating nearly orthogonal sliced Latin hypercube designs are proposed. The methods are convenient, efficient and capable of accommodating any number of slices. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:174 / 180
页数:7
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