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Optimal Selection of Model Validation Experiments: Guided by Coverage
Systems Simulation and Concept Design, Saab Aeronautics, Sweden.
Linköping University.
Innovation and Technology Management, Saab Aeronautics, Sweden.ORCID iD: 0000-0002-3120-1361
Linköping University.
2021 (English)In: Journal of Verification, Validation and Uncertainty Quantification, ISSN 2377-2158, Vol. 6, no 3, article id 031006Article in journal (Refereed) Published
Abstract [en]

Modeling and Simulation (M&S) is seen as a means to mitigate the difficulties associated with increased system complexity, integration, and cross-couplings effects encountered during development of aircraft subsystems. As a consequence, knowledge of model validity is necessary for taking robust and justified design decisions. This paper presents a method for using coverage metrics to formulate an optimal model validation strategy. Three fundamentally different and industrially relevant use-cases are presented. The first use-case entails the successive identification of validation settings, and the second considers the simultaneous identification of n validation settings. The latter of these two use-cases is finally expanded to incorporate a secondary model-based objective to the optimization problem in a third use-case. The approach presented is designed to be scalable and generic to models of industrially relevant complexity. As a result, selecting experiments for validation is done objectively with little required manual effort.

Place, publisher, year, edition, pages
New York: ASME Press, 2021. Vol. 6, no 3, article id 031006
National Category
Reliability and Maintenance
Identifiers
URN: urn:nbn:se:vti:diva-19361DOI: 10.1115/1.4051497OAI: oai:DiVA.org:vti-19361DiVA, id: diva2:1727734
Funder
Vinnova, 2019-02760Available from: 2023-01-17 Created: 2023-01-17 Last updated: 2025-09-11Bibliographically approved

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Eek, Magnus

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