In some studies requiring predictive and CPU-time consuming numerical models, the sampling design of the model input variables has to be chosen with caution. For this purpose, Latin hypercube sampling has a long history and has shown its robustness capabilities. In this paper we propose and ...
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,...
Design of experiments (DoE) and machine learning packages for the iCFree project machine-learningdesign-of-experimentslatin-hypercube-samplingcell-free UpdatedDec 2, 2024 Python jakobbossek/dandy Star4 Wrapper for sampling methods in R and approximate star discrepancy calculation ...
Yang, "Optimizing Latin hypercube design for sequential sampling of computer experiments," Engineering Optimization, vol. 41, pp. 793-810, 2009.F. Xiong, Y. Xiong, W. Chen, S. Yang, Optimizing Latin hypercube design for sequential sampling of computer experiments, Eng. Opt. 41(8) (2009) ...
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...
In this article, a sensitivity study based on a Latin hypercube (LH) sampling design is compared with a similar study using a full factorial (FF), fixed-point smaple. A discrete, Monte Carlo model of epidemics of influenzavirus infections in a human community is used for illustrative ...
Latin hypercube sampling (LHS) uses a stratified sampling scheme to improve on the coverage of the k-dimensional input space for such computer models. This means that a single sample will provide useful information when some input variable(s) dominate certain responses (or certain time intervals)...
Define Latin lover. Latin lover synonyms, Latin lover pronunciation, Latin lover translation, English dictionary definition of Latin lover. Latin lover. Translations. English: Latin lover n Latin Lover m. German / Deutsch: Latin Lover.
Latin hypercube sampling is suggested as a tool to improve the efficiency of different importance sampling methods for structural reliability analysis. In simple importance sampling, where the sampling centre is moved from the origin to the design point, standard Monte Carlo sampling can be replaced ...
We thus construct a database of approximate maximin and Audze-Eglais Latin hypercube designs for up to ten dimensions and for up to 300 design points. All these designs can be downloaded from the website http://www.spacefillingdesigns.nl....