Formulation of the Audze-Eglais Uniform Latin Hypercube design of experiments

被引:75
作者
Bates, SJ [1 ]
Sienz, J [1 ]
Langley, DS [1 ]
机构
[1] Univ Coll Swansea, Sch Engn, Civil & Comp Engn Ctr, ADOPT Res Grp, Swansea SA2 8PP, W Glam, Wales
基金
英国工程与自然科学研究理事会;
关键词
optimization; design of experiments; Uniform Latin Hypercube; Audze-Eglais;
D O I
10.1016/S0965-9978(03)00042-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper describes a method for formulating the Audze-Eglais Uniform Latin Hypercube design of experiments (DoE). The formulation of the Audze-Eglais DoE has not been reported in any previous research. The principle of the Audze-Eglais DoE is to distribute experiment points as uniformly as possible within the design variable domain. This is achieved by minimizing the potential energy of the points of a DoE. The DoE for N variables and P experiments is independent of the application under consideration, so once the design is formulated for P points and N design variables, it is stored in a matrix and need not be formulated again. The generation of the Audze-Eglais DoE is time consuming and requires optimization to solve the minimization problem. Therefore, the major aim of the paper is to identify a design variable encoding method for use in optimization. The two methods for encoding the DoE for use in the optimizer are presented. The method adopted in this study uses the co-ordinates of the plan points as design variables. The results for the potential energy are compared to published Audze-Eglais Uniform Latin Hypercube DoE and to random sampling Latin Hypercube DoE. The results indicate that the method works well and improvement over previous results has been achieved. (C) 2003 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:493 / 506
页数:14
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