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EasyVVUQ: A Library for Verification, Validation and Uncertainty Quantification in High Performance Computing Cover

EasyVVUQ: A Library for Verification, Validation and Uncertainty Quantification in High Performance Computing

Open Access
|Apr 2020

Figures & Tables

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Figure 1

Decomposition of a generalised VVUQ workflow into different steps. These steps are implemented as VVUQ Elements in EasyVVUQ. ~ Boxes with straight corners represent generic ~ Elements which are defined by the VVUQ workflow. Boxes with rounded corners are specified by users to tailor general workflows to a given use case.

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Figure 2

A simple EasyVVUQ workflow for one sampler and one application (simulation code), in terms of VVUQ elements (shown in blue).

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Figure 3

The structure of the Campaign database.

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Figure 4

Descriptive statistics and sensitivity analysis of the cooling coffee cup: on the left we have the mean, variance, and 90% prediction interval of the cup temperature T, and on the right we have the first order Sobol indices for each of the uncertain parameters, κ and Tenv.

DOI: https://doi.org/10.5334/jors.303 | Journal eISSN: 2049-9647
Language: English
Submitted on: Sep 27, 2019
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Accepted on: Mar 23, 2020
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Published on: Apr 29, 2020
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2020 Robin A. Richardson, David W. Wright, Wouter Edeling, Vytautas Jancauskas, Jalal Lakhlili, Peter V. Coveney, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.