On the development of preconditioning the advection diffusion operators with spectral element discretization
Lan, Yu-Hsiang
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https://hdl.handle.net/2142/120444
Description
Title
On the development of preconditioning the advection diffusion operators with spectral element discretization
Author(s)
Lan, Yu-Hsiang
Issue Date
2023-05-01
Director of Research (if dissertation) or Advisor (if thesis)
Fischer, Paul
Department of Study
Computer Science
Discipline
Computer Science
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
M.S.
Degree Level
Thesis
Keyword(s)
Preconditioner
Advection Diffusion
Spectral Element Method
Overlapping Schwarz
Abstract
We discuss the two-level overlapping Schwarz methods as the main component to build the
preconditioner of the advection diffusion operators under the spectral element discretization.
During the construction of the Schwarz subdomain problems, several options are consid-
ered including additive Schwarz versus multiplicative Schwarz, restricted or not, Dirichlet-
Neumann (Dir-Neu) boundary conditions (BCs) and different sizes of overlap. To assemble
the local subdomain matrix, we propose the mixed usage of spectral element matrix and
linear finite element matrix (SF-matrix) based on the different regions of the subdomains
so it can recover the exact BCs, Dir-Neu in particular. We verify our implementation with
1D examples of both Poisson problem and the advection diffusion cases. This is done by a
careful derivation from theories to the algorithms and we present the numerical results in
the comparison among various combinations of the options. It’s shown that Dir-Neu can
indeed reduce the oscillations and the SF-matrix is the key to sustain the approximated
BCs. Subdomains for 2D and 3D cases, however, are not well-defined due to the imperfect
shape of subdomains with undefined corner regions. This will require extra treatments to
recover the exact BCs in the future development.
The second component experiments the usage of low-order finite element method (FEM)
to build the global operator as the preliminary study of the coarse grid operator using 2D
test cases. Among many variants of incomplete LU factorization (ILU), the Crout version
seems to be able to produce stable and sparse factorization. We also find the dealiased coarse
matrix improve the stability for the deformed elements and it’s needed to have good iteration
number at convection dominant scenario. As there is no spectral equivalence of SEM-FEM
for advection operator, the future development should focus on a better representation of
the convection term especially at a coarse grid. Few directions are discussed in the final
conclusion as our future works.
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