Conditioned Latin hypercube sampling (cLHS) has been proven as an efficient sampling strategy and used widely in digital soil mapping. cLHS samples are randomly selected in each stratum of environmental variables, thus the produced sample sets can vary significantly at different runs with the same ...
Latin hypercube sampling In the ‘classical’ design of physical experiments, a random variation is accounted for by spreading the sample points out in the design space and by taking multiple (replicated) data points (Simpsonet al., 2001). However, when it comes to deterministic computer experime...
4.6.2 Latin hypercube sampling Latin hypercube (LH) sampling, first introduced in [110], aims at selecting the sample set {ξ(i)}i=1N such that these points cover all portions of the design space Ω. LH sampling attempts to reduce the variance of standard MC estimators by selecting N sam...
Latin hypercube designmetamodelsequential samplingSpace-filling and projective properties are probably the two most important features in computer experiment. The existing research works have tried to develop different kinds of sequential Latin hypercube design (LHD) to meet these two properties. However,...
The algorithm proceeds adding one point at a time until the design matrix has been generated. The resulting maximinLHS design is a Latin hypercube sampling matrix with increased multidimensional uniformity. This article documents a modified LHS method emphasizing multidimensional uniformity, LHSMDU, which...
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...
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 ...
"Optimizing Latin Hypercube Design for Sequential Sampling of Computer Experiments." Engineering Optimization 41 (8): 793-810.XIONG Fenfen, XIONG Y, CHEN W, et al. Optimizing Latin hypercube design for sequential sampling of computer experiments[J]. Engineering Optimization, 2009, 41(8): 793-810...
c-plus-plusrrcpplatin-hypercube-sampling UpdatedMar 19, 2022 C++ Simple implementation of Latin Hypercube Sampling. numpydesign-of-experimentslatin-hypercube-samplingspace-filling-designs UpdatedApr 18, 2023 Python ChemDesign: DWSIM Experiment Toolkit ...
Cite this entry (2013). Latin Hypercube Sampling. In: Dubitzky, W., Wolkenhauer, O., Cho, KH., Yokota, H. (eds) Encyclopedia of Systems Biology. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-9863-7_100756 Download citation ...