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Basic ideas and tools for projection-based model reduction of parametric partial differential equations

Rozza G.
•
Hess M.
•
Stabile G.
altro
Ballarin F.
2020
  • book part

Abstract
We provide first the functional analysis background required for reduced order modeling and present the underlying concepts of reduced basis model reduction. The projection-based model reduction framework under affinity assumptions, offline-online decomposition and error estimation is introduced. Several tools for geometry parametrizations, such as free form deformation, radial basis function interpolation and inverse distance weighting interpolation are explained. The empirical interpolation method is introduced as a general tool to deal with non-affine parameter dependency and non-linear problems. The discrete and matrix versions of the empirical interpolation are considered as well. Active subspaces properties are discussed to reduce high-dimensional parameter spaces as a pre-processing step. Several examples illustrate the methodologies.
DOI
10.1515/9783110671490-001
Archivio
http://hdl.handle.net/20.500.11767/115077
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85109231332
https://arxiv.org/abs/1911.08954
Diritti
open access
Soggetti
  • Active Subspaces

  • Empirical Interpolati...

  • Error Estimation

  • Free Form Deformation...

  • Inverse Distance Weig...

  • Radial Basis Function...

  • Reduced Basis Method

  • Settore MAT/08 - Anal...

Scopus© citazioni
15
Data di acquisizione
Jun 7, 2022
Vedi dettagli
Visualizzazioni
1
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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