School / Prep
ENSEIRB-MATMECA
Internal code
EI6IS104
Description
The Numerical Algorithms module describes a range of methods and algorithms for modeling numerical problems.
Introduction to numerical computation: number representation and approximation problems, conditioning
Methods for solving linear systems: Gauss Cholesky A=LDL' Iterative methods: Jacobi Gauss-Seidel gradient relaxation
Least squares method : normal equation matrix factorizations
Eigenvalues and eigenvectors: reduction to tridiagonal form Givens bisection iterated power method
Solving nonlinear equations: iterative methods roots of polynomials case of dimension greater than 1
Numerical methods of interpolation and integration.
Differential equations: Cauchy problem Runge-Kutta method finite differences finite elements
Teaching hours
- CIIntegrated Courses48h
- TIIndividual work18h
Mandatory prerequisites
Undergraduate mathematics (linear algebra, differential equations, etc.)
Syllabus
- Introduction to numerical computation: number representation and approximation problems, conditioning
- Methods for solving linear systems: Gauss Cholesky A=LDL' iterative methods: Jacobi Gauss-Seidel gradient relaxation
- Least squares method: normal equation matrix factorizations
- Eigenvalues and eigenvectors: reduction to tridiagonal form Givens bisection iterated power method
- Solving nonlinear equations: iterative methods polynomial roots case of dimension greater than 1
- Numerical methods of interpolation and integration.
- Differential equations: Cauchy problem Runge-Kutta method finite differences finite elements
Bibliography
Bibliographical references:
[1] P.Lascaux and R.Théodor: Analyse numérique matricielle appliquée à l'art de l'ingénieur - Masson.
[2] W.H. Press et al: Numerical Recipes in C, the art of scientific computing - Cambridge University Press.
[3] J.P. Demailly: Numerical Analysis and Differential Equations - PUG
No course handout. A guide is available for some practical questions.
Assessment of knowledge
Initial assessment / Main session - Tests
Type of assessment | Type of test | Duration (in minutes) | Number of tests | Test coefficient | Eliminatory mark in the test | Remarks |
---|---|---|---|---|---|---|
Integral Continuous Control | Continuous control | 1 |