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Research Article | Open Access

Construction of marginally coupled designs with mixed-level qualitative factors

Weiping Zhou1,2,3Wan He1,2,3Wei Wang1,2,3( )Shigui Huang1,2,3
School of Mathematics and Computing Science, Guilin University of Electronic Technology, Guilin 541004, China
Center for Applied Mathematics of Guangxi (GUET), Guilin 541004, China
Guangxi Colleges and Universities Key Laboratory of Data Analysis and Computation
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Abstract

Marginally coupled designs (MCDs) with more economical run sizes than sliced Latin hypercube designs were widely used in computer experiments with both quantitative and qualitative factors. However, the construction of MCDs with mixed-level qualitative factors was still very challenging. We developed five algorithms to generate MCDs with mixed-level qualitative factors, which were very easy to implement. In some of the MCDs constructed in this paper, the quantitative factor designs have two- or higher-dimensional space-filling properties compared to the existing MCDs, where the qualitative factors were mixed-level. Moreover, the resulting MCDs had more flexible run sizes than the existing MCDs with mixed-level qualitative factors.

CLC number: 62K05, 62K99

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AIMS Mathematics
Pages 33731-33755

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Cite this article:
Zhou W, He W, Wang W, et al. Construction of marginally coupled designs with mixed-level qualitative factors. AIMS Mathematics, 2024, 9(12): 33731-33755. https://doi.org/10.3934/math.20241610

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Received: 25 May 2024
Revised: 24 October 2024
Accepted: 04 November 2024
Published: 15 December 2024
©2024 the Author(s), licensee AIMS Press.

This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0)