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  4. Non-intrusive reduced order modeling for multiphase porous media flows using smolyak sparse grids
 
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Non-intrusive reduced order modeling for multiphase porous media flows using smolyak sparse grids
File(s)
multiph.pdf (1.92 MB)
Accepted version
Author(s)
Xiao, D
Lin, Z
Fang, F
Pain, C
Navon, IM
more
Type
Journal Article
Abstract
In this article, we describe a non-intrusive reduction method for porous media multiphase flows using Smolyak sparse grids. This is the first attempt at applying such an non-intrusive reduced-order modelling (NIROM) based on Smolyak sparse grids to porous media multiphase flows. The advantage of this NIROM for porous media multiphase flows resides in that its non-intrusiveness, which means it does not require modifications to the source code of full model. Another novelty is that it uses Smolyak sparse grids to construct a set of hypersurfaces representing the reduced-porous media multiphase problem. This NIROM is implemented under the framework of an unstructured mesh control volume finite element multiphase model. Numerical examples show that the NIROM accuracy relative to the high-fidelity model is maintained, whilst the computational cost is reduced by several orders of magnitude.
Date Issued
2016-06-23
Date Acceptance
2016-05-13
Citation
International Journal for Numerical Methods in Fluids, 2016, 83 (2), pp.205-219
URI
http://hdl.handle.net/10044/1/43053
DOI
https://www.dx.doi.org/10.1002/fld.4263
ISSN
0271-2091
Publisher
Wiley
Start Page
205
End Page
219
Journal / Book Title
International Journal for Numerical Methods in Fluids
Volume
83
Issue
2
Copyright Statement
© 2016 John Wiley & Sons, Ltd. "This is the peer reviewed version of the following article, which has been published in final form at http://onlinelibrary.wiley.com/doi/10.1002/fld.4263/abstract. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Self-Archiving https://authorservices.wiley.com/author-resources/Journal-Authors/licensing-open-access/open-access/self-archiving.html
Subjects
Science & Technology
Technology
Physical Sciences
Computer Science, Interdisciplinary Applications
Mathematics, Interdisciplinary Applications
Mechanics
Physics, Fluids & Plasmas
Computer Science
Mathematics
Physics
non-intrusive
Smolyak sparse grid
POD
multiphase
porous media
SHALLOW-WATER EQUATIONS
PROPER ORTHOGONAL DECOMPOSITION
PETROV-GALERKIN METHODS
FINITE-VOLUME METHOD
REDUCTION
SIMULATION
INTERPOLATION
PERMEABILITY
OPTIMIZATION
Applied Mathematics
01 Mathematical Sciences
02 Physical Sciences
09 Engineering
Publication Status
Published
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