Mirror-Symmetric Orthogonal Latin Hypercubes with Attractive Space-Filling Properties

Computer experiments have been widely used to build high-quality surrogate models for complex emulation systems.Orthogonal Latin hypercubes are efficient designs for computer experiments as they enjoy both orthogonality and one-dimensional maximum stratification.Mirror symmetric designs have also been advocated for computer experiments.The mirror-symmetry structure can yield higher-order orthogonality and significantly benefit the identification of the main and interaction effects.The construction of mirror-symmetric orthogonal Latin hypercubes is limited and challenging.This paper proposes a construction method for mirror-symmetric orthogonal Latin hypercubes using orthogonal arrays from Reed-Solomon codes.Theoretical results guarantee that the resulting designs enjoy attractive orthogonality and low-dimensional space-filling properties.Moreover, some of the resulting designs are optimal under the maximin distance criterion.Simulation comparisons are also provided to demonstrate the superiority of the proposed designs over existing designs.

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Publication Details

Journal
Statistica Sinica
Published
2025-09-16
DOI
https://doi.org/10.5705/ss.202025.0049
Primary Topic
Interconnection Networks and Systems
Type
article
Field-Weighted Citation Impact
0.00

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article

Mirror-Symmetric Orthogonal Latin Hypercubes with Attractive Space-Filling Properties

Min‐Qian Liu, Chunyan Wang
Statistica Sinica
Interconnection Networks and Systems
article

Mirror-Symmetric Orthogonal Latin Hypercubes with Attractive Space-Filling Properties

Min‐Qian Liu, Chunyan Wang
article en

Abstract

Computer experiments have been widely used to build high-quality surrogate models for complex emulation systems.Orthogonal Latin hypercubes are efficient designs for computer experiments as they enjoy both orthogonality and one-dimensional maximum stratification.Mirror symmetric designs have also been advocated for computer experiments.The mirror-symmetry structure can yield higher-order orthogonality and significantly benefit the identification of the main and interaction effects.The construction of mirror-symmetric orthogonal Latin hypercubes is limited and challenging.This paper proposes a construction method for mirror-symmetric orthogonal Latin hypercubes using orthogonal arrays from Reed-Solomon codes.Theoretical results guarantee that the resulting designs enjoy attractive orthogonality and low-dimensional space-filling properties.Moreover, some of the resulting designs are optimal under the maximin distance criterion.Simulation comparisons are also provided to demonstrate the superiority of the proposed designs over existing designs.

Statistica Sinica
National Natural Science Foundation of China, Renmin University of China, Ministry of Education, India
Openalex Percentile: Top 71%
Interconnection Networks and Systems
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Mirror-Symmetric Orthogonal Latin Hypercubes with Attractive Space-Filling Properties — Min‐Qian Liu, Chunyan Wang · Statistica Sinica (2025) | TGRS Research Map | TGRS