Modeling, identification and simulation
Course title: Modeling, identification and simulation
Code: FEIT01Z007
Number of credits (ECTS): 6
Weekly number of classes: 2+1+2+0
Prerequisite for enrollment of the subject: None
Course goals/Competences: Learning the theoretical and practical aspects of modeling, simulation and identification of dynamic system. Ability to solve different practical problems of modeling dynamic system from different nature using classical methods. Learning how to use program packages for simulation of dynamic systems.
Total available number of classes: 180
Curriculum: Modeling: Introduction, Modeling building approaches, Mathematical models. Black-box model representations, Time-domain representations, Frequency-domain representation, Frequency function, Signal spectrum, Transformation of spectra. Identification: Frequency- domain identification, Parametric identification, Least square method, Recurrent parametric modeling, Identification in practice, Model structure selection. Simulation: Using MATLAB for identification and simulation of dynamics systems. Using program package MATHEMATICA for automatic control and solving differential equations.
Literature:
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Literature |
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Compulsory literature |
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No. |
Author |
Title |
Publisher |
Year |
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1 |
Rolf Isserman, Marco Munchhof |
Identification of Dynamic Systems: An Introduction with Applications |
Springer |
2010 |
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2 |
Lennart Ljung, Torkel Glad |
Modeling of Dynamical Systems |
Prentice-Hall |
1994 |
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3 |
Elizabeta Lazarevska |
Modeling, simulation and identification of dynamical systems |
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2011 |
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Further literature |
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No. |
Author |
Title |
Publisher |
Year |
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1 |
P. P. J. van den Bosch, A. C. van der Klauw |
Modeling Identification and Simulation of Dynamical System |
CRC-Press |
1994 |
