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Extending and automating Fourier analysis for multigrid methods / Hannah Rittich. Wuppertal, June 2017
Inhalt
Preface
Multigrid Essentials
Wire under Tension
Solving the Boundary Value Problem
Numerical Approximation
Discretization
Consistency
Stability and Convergence
Multigrid Methods
A Relaxation Scheme
The Error Iteration
The Jacobi Method and the Poisson Equation
Coarse Approximations
Two Grids
Multiple Grids
Weighted Restriction
The General Multigrid Method
The Error Propagator
Galerkin Coarse Approximation
Formal Eigenfunction Analysis
Stencil Notation
Formal Eigenfunctions
Wave Functions
Higher Dimensions
Multi-Index Notation
The Poisson Equation in 2D
Formal Eigenfunctions
Wave Functions
Low and High Frequencies
Harmonic Frequencies
A 2D Fourier Symbol
Operator Norm and Spectral Radius
Further Applications
Literature and Contributions
Local Fourier Analysis
Operators on Infinite Grids
Matrix Representation and Matrix Norms
Stencil Representation
Shift Invariance Characterization
Fourier Representation
Discrete Time Fourier Transform
Fourier Representation
Constant Stencils
Multiplication Operators
Properties of Multiplication Operators
The Spectrum of Multiplication Operators
Operators with Fourier Symbols
Smoothing Factor
Literature and Contributions
Matrix Symbols
The Two-Grid Method
Restriction
Interpolation
Matrix Symbols
Fourier Matrix Symbols
The Two-Grid Method
Interpretation and Visualization of Matrix Symbols
Frequency Damping
Frequency Emission
The Red-Black Jacobi Method
Spectral Properties of Matrix Multiplication Operators
Periodic Stencils
Red-Black Jacobi Method
Fourier Matrix Symbol
Symbol of the Red-Black Jacobi Method
Block Shift Invariance
Expansion
Smoothing Factor
Three- and n-Grid Analysis
Literature and Contributions
Applications
PDEs with Jumping Coefficients
Finite Volume Method
Fourier Analysis I
Adaptive Interpolation
Fourier Analysis II
Numerical Evaluation
Block Smoothers
Block Jacobi
Aggressive Coarsening
Red-Black Block Jacobi
Numerical Evaluation
Literature and Contributions
Automating Fourier Analysis
Constant Stencils
Periodic Stencils
Approximating Fourier Symbols
Representing Symbols
Constant Stencils
Norm and Spectral Radius using Symbols
Approximating Fourier Matrix Symbols
Frequency Splitting
Matrix Symbols
Fourier Matrix Symbols
Periodic Stencil Operators
Restriction and Interpolation
Expansion
Smoothing Factor
Matrix Representation
A Language for LFA
Evaluating Formulas
Building Expression Trees
Matching Resolutions
Evaluating Fourier Matrix Symbols
Literature and Contributions
Conclusions
Exponential Basis
The one-dimensional Case
The d-dimensional Case
Changing the Domain
Nomenclature