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Terminated in academic year 2019/2020

System Identification

Type of study Master
Language of instruction Czech
Code 352-0503/02
Abbreviation IS
Course title System Identification
Credits 4
Coordinating department Department of Control Systems and Instrumentation
Course coordinator prof. Ing. Petr Noskievič, CSc.

Subject syllabus

1. Modelling, mathematical and simulation models, physical models, their application.
2. Basic forms of the mathematical models of the dynamic systems, methods of their obtaining, introduction of the analytical and experimental system identification.
3. Simulation programmes – classification, use and implemented numerical methods.
4. Modelling of the mechanical subsystems of the mechatronic systems.
5. Modelling of the electrical subsystems of the mechatronic systems.
6. Modelling of the hydraulic systems, derivation and realization of the mathematical models.
7. Modelling of the thermal systems.
8. Experimental identification using the deterministic signals. Step response approximation. Parameterization of the responses – step response, impulse response.
9. Frequency response measurement and parameterization.
10. Statistical methods of system identification. Statistic characteristic of the signals and processes.
11. System identification using the correlation methods. Stochastic form of the dynamic system – Wiener – Hopf equation. Random test signals.
12. Discrete model identification, different structures of the random signal and random process models. Model parameters obtaining, least square methods.
13. Recursive identification methods, weight coefficients, exponential weight function.
14. Identification of the systems operated in the closed loop.

Literature

CLOSE, M. CH., FREDERIK, D. K. Modeling and Analysis of Dynamic Systemns. N.Y.:
John Wiley & Sons.Inc, 1995. ISBN 0 471 12517 2.
LJUNG,L., TORKEL,G. Modeling of dynamicc Systems. PTR Prentice Hall Inc. , 1994.
ISBN 0-13-597097-0.

Advised literature

No advised literature has been specified for this subject.