Measurement and data processing
Code | Completion | Credits | Range | Language |
---|---|---|---|---|
12ZMD | KZ | 2 | 1+1 | Czech |
- Lecturer:
- Ivan Procházka (gar.)
- Tutor:
- Ivan Procházka (gar.)
- Supervisor:
- Department of Physical Electronics
- Synopsis:
-
Basic knowledge for the measurements and data processing and result interpretation: errors, precision, accuracy, normal distribution and its propeties, data fitting, separation of the signal from the noise.
- Requirements:
-
Basic knowledge in mathematics and physics on the level of Bc courses in the 1st year at CTU in Prague and general knowledge of Fourier transform.
- Syllabus of lectures:
-
1.Definition of terms
2.Type of measurements and related error sources
3.Normal errors distribution
4.Normal errors distribution consequences
5.Data fitting and smoothing: interpolation, fitting, least square algorithm, mini-max methods, weighting methods, test #1
6.Data fitting and smoothing: parameters estimate, fitting strategy, solution stability
7.Data fitting and smoothing: polynomial fitting, 'best fitting' polynomial, splines, demo
8.Data editing: normal data distribution, 3*sigma, relation to data fitting, deviations from normal distribution, tight editing criteria, test #2
9.Signal mining: noise properties, correlation, lock-in measurements
10.Signal mining methods: Correlation estimator, Fourier transform application
11.Signal mining methods - examples
12.Review, test
- Syllabus of tutorials:
-
like lecture
- Study Objective:
-
Knowledge: The course objektive is gaining of knowledge in the field of data processing and correct interpretation of results.
Skills: The student will be able to process and correctly interpret the measured data and observations
- Study materials:
-
Key references:
[1] J. Mandel, The Statistical Analysis of Experimental Data, Dover Publications 1984, ISBN: 978-0486646664.
Recommended references:
[1]
147.32.6.46\prochazk$\web\12zdt
Media and tools:
none
- Note:
- Time-table for winter semester 2011/2012:
- Time-table is not available yet
- Time-table for summer semester 2011/2012:
- Time-table is not available yet
- The course is a part of the following study plans: