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A comparison of global sensitivity techniques andsampling method

SUN, XIFU; Roberts, Stephen; Croke, Barry; Jakeman, Anthony

Description

Inspired by Tarantola et al. (2012), we extend their analysis to include the Latin hypercube and Random sampling methods. In their paper, they compared Sobol’ quasi-Monte Carlo and Latin supercube sampling methods by using a V-function and variance-based sensitivity analysis. In our case we compare the convergence rate and average error between Sobol’, Latin hypercube, and Random sampling methods from the Chaospy library, keeping everything else the same as in their paper. We added the Random...[Show more]

CollectionsANU Research Publications
Date published: 2017
Type: Conference paper
URI: http://hdl.handle.net/1885/231030
Source: MODSIM2017, 22nd International Congress on Modelling and Simulation
DOI: .36334/modsim.2017.a1.sun
Access Rights: Open Access

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