 | | |
| Version 2013-2014 |
|
| PHYS0931-1 | Data processing
|
|
| Duration : | 15h Th, 30h Pr |
|
| Number of credits : |
|
|
| Lecturer : | Pierre Magain |
|
Language(s) of instruction :
|
| French language |
|
Course contents :
|
| 1. Introduction
- experimental errors and noise
- instrumental profile
2. Fourier analysis
- sampling and interpolation
- correlation
- spectral analysis
3. Modelling of data:
- inductive methods
- maximum likelihood
- least squares fitting
4. deconvolution
- Fourier methods
- direct elementary methods
- maximum entrop method
- bayesian methods
- MCS method |
|
Learning outcomes of the course :
|
| To understand and experiment the basic principles of experimental data processing in physical science. |
|
Prerequisites and co-requisites/ Recommended optional programme components :
|
| Basics of algebra, mathematical analysis, probability and statistics. Introductory phyics. |
|
Planned learning activities and teaching methods :
|
| Computer exercises. The student will have to cope with typical examples of data, similar to those an experimental physicist may have to deal with in his research. |
|
Mode of delivery (face-to-face ; distance-learning) :
|
| Theoretical lectures (about 1h30).
Computer exercises (about 2-3h). Presence is mandatory. |
|
Recommended or required readings :
|
| Photocopies of slides. |
|
Assessment methods and criteria :
|
| The examination consists in solving two data analysis problems, similar to those carried out during the computer exercises. This is followed by a discussion of the results and of the relevant methods. It may be completed by a theoretical question on the last part of the course, dealing with deconvolution. |
|
Work placement(s) :
|
| |
|
Organizational remarks :
|
| |
|
Contacts :
|
| Pierre Magain
Institut d'astrophysique et de Géophysique, Bat. B5c, allée du 6 Aout, 4000 Liège 1
(Sart Tilman).
Tél.: 04/366.97.53
E-mail : Pierre.Magain@ulg.ac.be |
|
|
| Items online : |
|
| copies des transparents |
| copies des transparents utilisés au cours |
|
|
|
| Syllabus d'exercices |
| Explication des exercices réalisés lors des séances |
|
|
