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Terminated in academic year 2020/2021

Modelling and Simulation

Type of study Follow-up Master
Language of instruction Czech
Code 638-3002/01
Abbreviation MS
Course title Modelling and Simulation
Credits 6
Coordinating department Department of Automation and Computing in Industry
Course coordinator prof. Ing. Zora Koštialová Jančíková, CSc.

Subject syllabus

Introduction to systems modelling, forms of description of dynamic system.
Basic types of modelling (physical, mathematical, cybernetic.)
Classification of models according to different viewpoints.
Mathematical modelling, analytical and experimental methods of identification of mathematical system description.
Simulation of systems, creation of system model, block diagrams.
Simulation program SIPRO, SIMULINK,, creation of simulation models.
Introduction to similarity and modelling theory, theorems of similarity.
Derivation of general criterion equation by analysis of ratio equations.
Derivation of general criterion equation using dimensional analysis.
Unconventional modelling - artificial intelligence (fuzzy models, artificial neural networks, genetic algorithms).
Introduction to neural networks, neuron models, neural network.
Learning and generalization of neural networks, learning algorithms.
Creation of neural networks models, program NEUREX.

E-learning

Integrovaný systém modulární počítačové podpory výuky ekonomicko-technického zaměření (http://lms.vsb.cz) - Vzdělávací modul 1 – Počítačové systémy řízení metalurgických procesů.
- animace modelu nádrže s volným odtokem kapaliny,
- animace modelu hromadění materiálu na skládce,
- animace modelu ohřevu materiálu v peci,
- animace modelu pérování automobilu,
- animace modelu rekuperátoru.
JANČÍKOVÁ, Z. Modelování a simulace. Studijní opory. Ostrava: VŠB-TU Ostrava, 2015.

Literature

JANČÍKOVÁ, Z. Modelling and simulation. Ostrava: VŠB-TU Ostrava, 2015.
RUSSELL, S. J. and P. NORVIG. Artificial intelligence: a modern approach. 3rd ed., Pearson new international ed. Harlow: Pearson, c2014. ISBN 978-1-292-02420-2.

Advised literature

CLOSE, Ch. M., D. K. FREDERICK a Jonathan C. NEWELL. Modeling and analysis of dynamic systems. 3rd ed. New York: Wiley, c2002. ISBN 0-471-39442-4.