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Introduction to finite elements and sparse linear system solving
Last Updated: 2026-02-05 15:24:42
Abstract
The finite element (FE) method is the method of choice for (approximately) solving partial differential equations on complicated domains. In the first third of the lecture, we give an introduction to the method. The rest of the lecture will be devoted to methods for solving the large sparse linear systems of equation that a typical for the FE method. We will consider direct and iterative methods
Content
I. THE FINITE ELEMENT METHOD (1) Introduction, model problems. (2) Variational formulations. (3) Galerkin finite element method. (4) Implementation aspects. II. DIRECT SOLUTION METHODS (5) LU and Cholesky decomposition. (6) Sparse matrices. (7) Fill-reducing orderings. III. ITERATIVE SOLUTION METHODS (8) Stationary iterative methods, preconditioning. (9) Preconditioned conjugate gradient method (PCG). (10) Incomplete factorization preconditioning. (11) Multigrid preconditioning. (12) Nonsymmetric problems (GMRES, BiCGstab). (13) Indefinite problems (SYMMLQ, MINRES).
Resources
Literature
[1] H. Elman, D. Sylvester, A. Wathen: Finite elements and fast iterative solvers. OUP, Oxford, 2005. [2] Y. Saad: Iterative methods for sparse linear systems (2nd ed.). SIAM, Philadelphia, 2003. [3] T. Davis: Direct Methods for Sparse Linear Systems. SIAM, Philadelphia, 2006. [4] C.W. Oosterlee, C. Vuik: Scientific Computing. Lecture notes, TU Delft, 2007. [5] H.R. Schwarz: Die Methode der finiten Elemente (3rd ed.). Teubner, Stuttgart, 1991.
General Information
- Language
- English
- Levels
- BSC , DS , MSC , WBZ
- Frequency
- Yearly recurring
Examination
- Type
- end-of-semester examination
Course Components
| Type | Title | Time & Place | Hours |
|---|---|---|---|
| lecture | Introduction to finite elements and sparse linear system solving |
|
2 h weekly |
| exercise | Introduction to finite elements and sparse linear system solving |
|
1 h weekly |