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Sliced Latin Hypercube Designs for Computer Experiments With Unequal Batch Sizes
Xu, Jin1; He, Xu2; Duan, Xiaojun1; Wang, Zhengming3
2018
Source PublicationIEEE ACCESS
ISSN2169-3536
Volume6Pages:60396-60402
AbstractLatin hypercube designs are frequently used in estimating the mean output value of computer simulations given random environmental factors. Sliced Latin hypercube designs are designs that can be partitioned into a number of batches so that both the whole design and the batches achieve optimal univariate uniformity. Such designs are useful for computer simulations that are carried out in batches, come from multiple resources, or have categorical variables. All existing sliced Latin hypercube designs have equal batch sizes. In this paper, we propose a new type of sliced Latin hypercube design that has unequal batch sizes and show their advantages theoretically and numerically.
KeywordComputer simulation data integration emulation sampling methods uncertainty
DOI10.1109/ACCESS.2018.2871166
Language英语
Funding ProjectChinese Ministry of Science and Technology[2016YFF0203801] ; National Science Foundation of China[11771450] ; National Science Foundation of China[61573367] ; National Science Foundation of China[11501550] ; National Science Foundation of China[11671386] ; National Science Foundation of China[A011101] ; National Science Foundation of China[11701566]
WOS Research AreaComputer Science ; Engineering ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS IDWOS:000450351900001
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/31755
Collection应用数学研究所
Affiliation1.Natl Univ Def Technol, Coll Liberal Arts & Sci, Changsha 410072, Hunan, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
3.Natl Univ Def Technol, Coll Syst Engn, Changsha 410072, Hunan, Peoples R China
Recommended Citation
GB/T 7714
Xu, Jin,He, Xu,Duan, Xiaojun,et al. Sliced Latin Hypercube Designs for Computer Experiments With Unequal Batch Sizes[J]. IEEE ACCESS,2018,6:60396-60402.
APA Xu, Jin,He, Xu,Duan, Xiaojun,&Wang, Zhengming.(2018).Sliced Latin Hypercube Designs for Computer Experiments With Unequal Batch Sizes.IEEE ACCESS,6,60396-60402.
MLA Xu, Jin,et al."Sliced Latin Hypercube Designs for Computer Experiments With Unequal Batch Sizes".IEEE ACCESS 6(2018):60396-60402.
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