POD and CVT-based reduced-order modeling of Navier–Stokes flows

A discussion of reduced-order modeling for complex systems such as fluid flows is given to provide a context for the construction and application of reduced-order bases. Reviews of the POD (proper orthogonal decomposition) and CVT (centroidal Voronoi tessellation) approaches to reduced-order modelin...

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Veröffentlicht in:Computer methods in applied mechanics and engineering 2006-12, Vol.196 (1), p.337-355
Hauptverfasser: Burkardt, John, Gunzburger, Max, Lee, Hyung-Chun
Format: Artikel
Sprache:eng
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Zusammenfassung:A discussion of reduced-order modeling for complex systems such as fluid flows is given to provide a context for the construction and application of reduced-order bases. Reviews of the POD (proper orthogonal decomposition) and CVT (centroidal Voronoi tessellation) approaches to reduced-order modeling are provided, including descriptions of POD and CVT reduced-order bases, their construction from snapshot sets, and their application to the low-cost simulation of the Navier–Stokes system. Some concrete incompressible flow examples are used to illustrate the construction and use of POD and CVT reduced-order bases and to compare and contrast the two approaches to reduced-order modeling.
ISSN:0045-7825
1879-2138
DOI:10.1016/j.cma.2006.04.004