Modelling of industrial processes

Type of study	Doctoral
Language of instruction	Czech
Code	654-0929/01
Abbreviation	MPP
Course title	Modelling of industrial processes
Credits	10
Coordinating department	Department of Industrial Systems Management
Course coordinator	doc. Ing. Milan Heger, CSc.

Osnova předmětu

1. Introduction to systems modelling.
2. Mathematical description of dynamic systems.
3. Physical modelling.
4. Mathematical modelling, analogy.
5. Analytical and experimental methods of system identification.
6. Simulation of systems.
7. Simulation program SIMULINK, creation of simulation models of selected
industrial processes.
8. Unconventional modelling, artificial intelligence.
9. Neural networks, neuron models, learning and generalisation of neural
networks, learning algorithms.
10. Creation of neural networks models of selected industrial processes in
software tools NEUREX, Statistika Neural Networks and MATLAB Neural Network
Toolbox.

Povinná literatura

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.
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.
SAMARASINGHE, S. Neural networks for applied sciences and engineering: from fundamentals to complex pattern recognition. Boca Raton: Auerbach Publications, c2007. ISBN 978-0-8493-3375-0.

Doporučená literatura

NOSKIEVIČ, P. Modelling and simulation of mechatronic systems using MATLAB Simulink. Ed. 1st. Ostrava: VŠB - Technical University of Ostrava, 2013. ISBN 978-80-248-3150-3.
JANČÍKOVÁ, Z. Modelling and simulation. Ostrava: VŠB-TU Ostrava, 2015.

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