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latinhypercubesampling.jl's Introduction

LatinHypercubeSampling.jl

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LatinHypercubeSampling is a Julia package for the creation of optimised Latin Hypercube Sampling Plans. The genetic optimisation algorithm is largely based on the work by Bates et al. [1]. The package includes additional functionality for the creation of an optimised subset of an existing plan.

Features:

  • Creation of an optimised Latin Hypercube Sampling plan.
  • Generate an optimised subset of an existing plan.
  • Refine existing plan through mutation only.

Installation

The package is registered and can be installed with Pkg.add.

julia> Pkg.add("LatinHypercubeSampling")

Documentation

  • STABLE โ€” tagged version of the documentation.

Author

Example LHC

Example of optimised LHC plan for 120 points in 2 dimensions.

Reference

[1]: Stuart Bates, Johann Sienz, and Vassili Toropov. "Formulation of the Optimal Latin Hypercube Design of Experiments Using a Permutation Genetic Algorithm", 45th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics & Materials Conference, Structures, Structural Dynamics, and Materials and Co-located Conferences, () https://doi.org/10.2514/6.2004-2011

latinhypercubesampling.jl's People

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