CompactCourse: Structured Matrices, Multigrid, and Image Processing - Summer14
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- Term
- Summer 14
- Lecturer
- Prof. Dr. Stefano Serra Capizzano, Como; contact: Univ.-Prof. Dr. Thomas Huckle
- Time and Place
- 16:00-18:00 on June 20, room 10.3.11, June 23, 24, 25, 26, room 02.08.011 and 07.02.23, June 27. room 10.1.11
- Audience
- all interested students, in particular students of BGCE, TopMath, CSE, Mathematics, and Informatics
- Tutorials
- -
- Exam
- n.a.
- Semesterwochenstunden / ECTS Credits
- 1 credits
- TUMonline
- TUMonline reference of lecture
News
- The compact course is now open for registration. Use the TUMonline instance; if this is not possible for you (because you are a non-TUM student, e.g.), contact Univ.-Prof. Dr. Thomas Huckle directly.
Content
In the lecture, first mathematical properties of structured matrices are discussed. Especially matrix algebras like the class of circulant matrices are considered related to convolution and Discrete Fourier Transform. The derived properties can be used to introduce and analyse e.g. Fast Fourier Transform and multigrid methods. So a local Fourier analysis of multigrid methods can be based on this technique. Structured matrices problems arise in the solution of Partial Differential Equations (PDEs) and in image processing.
Preliminary Topics
- Structured dense matrices: Applications. Spectral properties of Toeplitz matrices.
- Band-preconditioning and spectral properties of the preconditioned matrices
- Matrix algebras; matrix algebra preconditioning; classical Korovkin Theorem.
- Korovkin theorem for matrix approximations. Pathologies of the multilevel case
- Structured matrices and Multigrid methods
- Structured matrices and image processing
Material
t.b.a.
