Changelog of the notes.
Each version follows the Conventional Commits structure. For more information on this, see: Conventional Commits.
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Exams
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Year 2024
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January 23
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Exams
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Year 2024
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July 03
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June 17
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Correlated Projects
in the Preface section
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Direct Methods for Linear Systems
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LU Factorization
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Gaussian elimination
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Cholesky Factorization
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Pivoting
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Pivoting by rows (partial pivoting)
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Complete Pivoting
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Fill-In
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Domain Decomposition Methods
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Introduction
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Overlapping Subdomains
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Alternating Schwarz Method
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Discretized Schwarz Methods
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Multiplicative Schwarz method
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Additive Schwarz method
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Many Overlapping Subdomains
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Coloring Technique
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Non-Overlapping Subdomains
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Introduction
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The Schur Complement
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Many Non-Overlapping Subdomains
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BiConjugate Gradient (BiCG) and BiCGSTAB method
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Generalized Minimum Residual (GMRES) method
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Multigrid method
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Idea of MG methods
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How it works
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Coarse Grids
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Correction
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Interpolation Operator
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Restriction Operator
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Two-Grid Scheme
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V-Cycle Scheme
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Classical Algebraic Multigrid (AMG)
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Numerical methods for overdetermined linear systems and SVD
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Overdetermine systems and Least Squares
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Singular Value Decomposition (SVD)
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Solving large scale eigenvalue problems
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Eigenvalue problems
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Power method
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Deflation method
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Inverse power method
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Inverse power method with shift
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QR Factorization
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Schur decomposition applied to QR algorithm
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Hessenberg applied to QR algorithm
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Lanczos method
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Iterative methods for linear systems of equations
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Why not use the directive methods?
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Linear iterative methods
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Definition
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Jacobi method
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Gauss-Seidel method
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Convergence of Jacobi and Gauss-Seidel methods
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The stationary Richardson method
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Stopping Criteria
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Preconditioning techniques
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Preconditioned Richardson method
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Gradient method
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Conjugate Gradient method
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Krylov-space
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Introduction
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Notation
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Matrix Operations
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Basic matrix decomposition
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Determinants
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Sparse matrices
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Storage schemes
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