TY - JOUR
T1 - Construction of orthogonal Latin hypercube designs with flexible run sizes
AU - Sun, Fasheng
AU - Liu, Min Qian
AU - Lin, Dennis K.J.
N1 - Funding Information:
This work was supported by the Program for New Century Excellent Talents in University (NCET-07-0454) of China and the National Natural Science Foundation of China (Grant Nos. 10671099, 10971107). The authors thank the Executive-Editor, an Associate-Editor and two referees for their valuable comments.
PY - 2010/11
Y1 - 2010/11
N2 - Latin hypercube designs (LHDs) have recently found wide applications in computer experiments. A number of methods have been proposed to construct LHDs with orthogonality among main-effects. When second-order effects are present, it is desirable that an orthogonal LHD satisfies the property that the sum of elementwise products of any three columns (whether distinct or not) is 0. The orthogonal LHDs constructed by Ye (1998), Cioppa and Lucas (2007), Sun et al. (2009) and Georgiou (2009) all have this property. However, the run size n of any design in the former three references must be a power of two (n=2c) or a power of two plus one (n=2c+1), which is a rather severe restriction. In this paper, we construct orthogonal LHDs with more flexible run sizes which also have the property that the sum of elementwise product of any three columns is 0. Further, we compare the proposed designs with some existing orthogonal LHDs, and prove that any orthogonal LHD with this property, including the proposed orthogonal LHD, is optimal in the sense of having the minimum values of ave(t), tmax, ave(q) and qmax.
AB - Latin hypercube designs (LHDs) have recently found wide applications in computer experiments. A number of methods have been proposed to construct LHDs with orthogonality among main-effects. When second-order effects are present, it is desirable that an orthogonal LHD satisfies the property that the sum of elementwise products of any three columns (whether distinct or not) is 0. The orthogonal LHDs constructed by Ye (1998), Cioppa and Lucas (2007), Sun et al. (2009) and Georgiou (2009) all have this property. However, the run size n of any design in the former three references must be a power of two (n=2c) or a power of two plus one (n=2c+1), which is a rather severe restriction. In this paper, we construct orthogonal LHDs with more flexible run sizes which also have the property that the sum of elementwise product of any three columns is 0. Further, we compare the proposed designs with some existing orthogonal LHDs, and prove that any orthogonal LHD with this property, including the proposed orthogonal LHD, is optimal in the sense of having the minimum values of ave(t), tmax, ave(q) and qmax.
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U2 - 10.1016/j.jspi.2010.04.023
DO - 10.1016/j.jspi.2010.04.023
M3 - Article
AN - SCOPUS:77954031770
SN - 0378-3758
VL - 140
SP - 3236
EP - 3242
JO - Journal of Statistical Planning and Inference
JF - Journal of Statistical Planning and Inference
IS - 11
ER -