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Data-driven POD-Galerkin reduced order model for turbulent flows

Hijazi S.
•
Stabile G.
•
Mola A.
•
Rozza G.
2020
  • journal article

Periodico
JOURNAL OF COMPUTATIONAL PHYSICS
Abstract
In this work we present a Reduced Order Model which is specifically designed to deal with turbulent flows in a finite volume setting. The method used to build the reduced order model is based on the idea of merging/combining projection-based techniques with data-driven reduction strategies. In particular, the work presents a mixed strategy that exploits a data-driven reduction method to approximate the eddy viscosity solution manifold and a classical POD-Galerkin projection approach for the velocity and the pressure fields, respectively. The newly proposed reduced order model has been validated on benchmark test cases in both steady and unsteady settings with Reynolds up to Re=O(105).
DOI
10.1016/j.jcp.2020.109513
WOS
WOS:000539999800004
Archivio
http://hdl.handle.net/20.500.11767/115046
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85084448639
https://arxiv.org/abs/1907.09909v3
Diritti
open access
Soggetti
  • Data-driven ROM

  • Eddy viscosity ROM

  • Finite volume approxi...

  • Navier-Stokes equatio...

  • Proper orthogonal dec...

  • Turbulent ROM

  • Settore MAT/08 - Anal...

Web of Science© citazioni
81
Data di acquisizione
Mar 26, 2024
Visualizzazioni
3
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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