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Non-intrusive polynomial chaos method applied to full-order and reduced problems in computational fluid dynamics: A comparison and perspectives

Hijazi S.
•
Stabile G.
•
Mola A.
•
Rozza G.
2020
  • book part

Abstract
In this work, Uncertainty Quantification (UQ) based on non-intrusive Polynomial Chaos Expansion (PCE) is applied to the CFD problem of the flow past an airfoil with parameterized angle of attack and inflow velocity. To limit the computational cost associated with each of the simulations required by the non-intrusive UQ algorithm used, we resort to a Reduced Order Model (ROM) based on Proper Orthogonal Decomposition (POD)-Galerkin approach. A first set of results is presented to characterize the accuracy of the POD-Galerkin ROM developed approach with respect to the Full Order Model (FOM) solver (OpenFOAM). A further analysis is then presented to assess how the UQ results are affected by substituting the FOM predictions with the surrogate ROM ones.
DOI
10.1007/978-3-030-48721-8_10
Archivio
http://hdl.handle.net/20.500.11767/115048
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85089617719
https://link.springer.com/chapter/10.1007/978-3-030-48721-8_10
https://arxiv.org/abs/1901.02285
Diritti
open access
Soggetti
  • Computational fluid d...

  • Navier-Stokes equatio...

  • Non-intrusive polynom...

  • Proper orthogonal dec...

  • Reduced order model

  • Uncertainty quantific...

  • Settore MAT/08 - Anal...

Scopus© citazioni
6
Data di acquisizione
Jun 2, 2022
Vedi dettagli
Visualizzazioni
4
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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