Tutorial applications for Verification, Validation and Uncertainty Quantification using VECMA toolkit

Open Access
Authors
  • D. Suleimenova
  • H. Arabnejad
  • W.N. Edeling
  • D. Coster
Publication date 07-2021
Journal Journal of Computational Science
Article number 101402
Volume | Issue number 53
Number of pages 19
Organisations
  • Faculty of Science (FNWI) - Informatics Institute (IVI)
  • Faculty of Science (FNWI) - Korteweg-de Vries Institute for Mathematics (KdVI)
Abstract
The VECMA toolkit enables automated Verification, Validation and Uncertainty Quantification (VVUQ) for complex applications that can be deployed on emerging exascale platforms and provides support for software applications for any domain of interest. The toolkit has four main components including EasyVVUQ for VVUQ workflows, FabSim3 for automation and tool integration, MUSCLE3 for coupling multiscale models and QCG tools to execute application workflows on high performance computing (HPC). A more recent addition to the VECMAtk is EasySurrogate for various types of surrogate methods. In this paper, we present five tutorials from different application domains that apply these VECMAtk components to perform uncertainty quantification analysis, use surrogate models, couple multiscale models and execute sensitivity analysis on HPC. This paper aims to provide hands-on experience for practitioners aiming to test and contrast with their own applications.
Document type Article
Language English
Related dataset ISR3D other inputs file for UQ tutorial paper
Published at https://doi.org/10.1016/j.jocs.2021.101402
Other links https://www.scopus.com/pages/publications/85108285231
Downloads
Tutorial applications for Verification (Final published version)
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