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

dc.bibliographicCitation.articleNumber101402
dc.bibliographicCitation.firstPage101402
dc.bibliographicCitation.journalTitleJournal of Computational Science
dc.bibliographicCitation.volume53
dc.contributor.authorSuleimenova, Diana
dc.contributor.authorArabnejad, Hamid
dc.contributor.authorEdeling, Wouter N.
dc.contributor.authorCoster, David
dc.contributor.authorLuk, Onnie O.
dc.contributor.authorLakhlili, Jalal
dc.contributor.authorJancauskas, Vytautas
dc.contributor.authorKulczewski, Michal
dc.contributor.authorVeen, Lourens
dc.contributor.authorYe, Dongwei
dc.contributor.authorZun, Pavel
dc.contributor.authorKrzhizhanovskaya, Valeria
dc.contributor.authorHoekstra, Alfons
dc.contributor.authorCrommelin, Daan
dc.contributor.authorCoveney, Peter V.
dc.contributor.authorGroen, Derek
dc.date.accessioned2025-02-26T09:42:02Z
dc.date.available2025-02-26T09:42:02Z
dc.date.issued2021
dc.description.abstractThe 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.eng
dc.description.versionpublishedVersioneng
dc.identifier.urihttps://oa.tib.eu/renate/handle/123456789/18592
dc.identifier.urihttps://doi.org/10.34657/17611
dc.language.isoeng
dc.publisherAmsterdam [u.a.] : Elsevier
dc.relation.doihttps://doi.org/10.1016/j.jocs.2021.101402
dc.relation.essn1877-7503
dc.relation.issn1877-7503
dc.rights.licenseCC BY 4.0 Unported
dc.rights.urihttps://creativecommons.org/licenses/by/4.0
dc.subject.ddc004
dc.subject.otherSensitivity analysiseng
dc.subject.otherUncertainty quantificationeng
dc.subject.otherValidationeng
dc.subject.otherVerificationeng
dc.titleTutorial applications for Verification, Validation and Uncertainty Quantification using VECMA toolkiteng
dc.typeArticle
dc.typeText
tib.accessRightsopenAccess
wgl.contributorINP
wgl.subjectInformatikger
wgl.typeZeitschriftenartikelger
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