A Fast Latin Hyper Cube Experiment Design Method Based on Soduku Grouping

Authors

Tiantian Zhang, 1. School of Automation Science,Beihang University (BUAA),Beijing 100191,China; ;
Li Ni, 1. School of Automation Science,Beihang University (BUAA),Beijing 100191,China; ;
Guanghong Gong, 1. School of Automation Science,Beihang University (BUAA),Beijing 100191,China; ;
Yuanjie Lu, 2. Chinese Aeronautical Establishment,Beijing 100129,China;

Abstract

Abstract: In order to solve the long optimization time and parameter level combination explosion in the complex experiment design space of Latin Hypercube design, which is one of the most popular method in experiment design, a fast Soduku grouping-based method is proposed. The optimal seed design is expanded and transformed in the grouped spaces. Experiments are conducted to compare the Soduku grouping-based Latin Hypercube design method with other two commonly used Latin Hypercube design methods in the middle and high dimension experiment space. The results show that Soduku grouping method is more efficient in computation and has better space-filling performance.

Recommended Citation

Zhang, Tiantian; Ni, Li; Gong, Guanghong; and Lu, Yuanjie (2020) "A Fast Latin Hyper Cube Experiment Design Method Based on Soduku Grouping," Journal of System Simulation: Vol. 32: Iss. 11, Article 14.
DOI: 10.16182/j.issn1004731x.joss.20-FZ0472
Available at: https://dc-china-simulation.researchcommons.org/journal/vol32/iss11/14

First Page

2185

Revised Date

2020-08-05

DOI Link

https://doi.org/10.16182/j.issn1004731x.joss.20-FZ0472

Last Page

2191

CLC

TP391.9

Recommended Citation

Zhang Tiantian, Li Ni, Gong Guanghong, Lu Yuanjie. A Fast Latin Hyper Cube Experiment Design Method Based on Soduku Grouping[J]. Journal of System Simulation, 2020, 32(11): 2185-2191.

DOI

10.16182/j.issn1004731x.joss.20-FZ0472