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

Diana Suleimenova*, Hamid Arabnejad, Wouter N. Edeling, David Coster, Onnie O. Luk, Jalal Lakhlili, Vytautas Jancauskas, Michal Kulczewski, Lourens Veen, Dongwei Ye, Pavel Zun, Valeria Krzhizhanovskaya, Alfons Hoekstra, Daan Crommelin, Peter V. Coveney, Derek Groen

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

7 Citations (Scopus)

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.

Original languageEnglish
Article number101402
JournalJournal of Computational Science
Volume53
DOIs
Publication statusPublished - Jul 2021
Externally publishedYes

Keywords

  • Sensitivity analysis
  • Uncertainty quantification
  • Validation
  • Verification

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