LATIN-HYPERCUBE DESIGNOPTIMAL DESIGNSPATIAL PREDICTIONLatin-hypercube designs (Lhd) were considered by Mckay et al. (1979) as designs for computer experiments. Sacks et al. (1989a) and Shewry and Wynn (1987) proposed optimal designs for computer experiments which minimize the integrated mean ...
Using periodic designs and simulated annealing we extend the known results and construct approximate maximin Latin hy- percube designs for up to ten dimensions and for up to 100 design points. All these designs can be downloaded from the website http://www.spacefillingdesigns.nl....
MSC Primary 05B15 Secondary 62K05 Keywords Computer experiment Generalized orthogonal design Orthogonal design Latin hypercube designView full text Copyright © 2008 Elsevier B.V. All rights reserved. Recommended articles Recommended articles cannot be displayed at this time. Citing articlesAbout...
Clearly, this is not a good design. It is not good due to the following two reasons. First, the two factors are perfectly correlated. Therefore, we will not be able to distinguish between the effects of the two factors based on this experiment. Second, there is a large area in the...
This design is a special type of Latin hypercube design that can be partitioned into smaller slices of Latin hypercube designs, where both the whole design and each slice are optimal under the maximin criterion. To construct these designs, a two-step construction method for generating sliced ...
Optimal Experiment Design, Latin HypercubeLatin hypercube sampling Latin hypercube design is a way to generate design points that can spread observations evenly over the range of each input variable. For a Latin hypercube design of size n,...doi:10.1007/978-1-4419-9863-7_1233Ying Hung...
A nested Latin hypercube design with two layers is defined to be a special Latin hypercube design that contains a smaller Latin hypercube design as a subset. Our method is easy to implement and can accommodate any number of factors. We also extend this method to construct nested Latin ...
The Latin hypercube design is a popular choice of experimental design when computer simulation is used to study a physical process. These designs guarantee... DM Steinberg,DKJ Lin - 《Biometrika》 被引量: 190发表: 2006年 Construction of orthogonal Latin hypercube designs Latin hypercube designs hav...
This article proposes a method for constructing a new type of space-filling design, called a sliced Latin hypercube design, intended for running computer experiments. Such a design is a special Latin hypercube design that can be partitioned into slices of smaller Latin hypercube designs. It is ...
The new LHDs are evaluated through case studies and compared with traditional methods to demonstrate their improved performance.;Keywords: Design of computer experiments; Gaussian process; Latin hypercube design; Screening design; Space-filling design; Multiple objective optimization; Pareto front search ...