Optimization

Type of study	Doctoral
Language of instruction	Czech
Code	654-0908/02
Abbreviation	OPT
Course title	Optimization
Credits	10
Coordinating department	Department of Industrial Systems Management
Course coordinator	doc. Ing. Milan Heger, CSc.

Osnova předmětu

1. Static optimization - analytical and numerical methods for univariate and multivariate optimization.
2. Using linear programming to optimize control technology and manufacturing processes.
3. Dynamic optimization - dynamic programming, principle Pontrjagin minimum and variational calculus in problems of optimal control.
4. Advanced methods for optimal adjustment of controlers.
5. Modeling, simulation and optimization of selected logistics management issues.
6. Optimization using genetic and evolutionary algorithms.
7. Possibilities of using neural networks in the optimization of technological processes.
8. Creation and application of optimization algorithms.

Povinná literatura

KIRK, D. E. Optimal control theory: an introduction. Dover ed. Mineola: Dover Publications, 2004. ISBN 0-486-43484-2.
RUSSELL, S. J. a P. NORVIG. Artificial intelligence: a modern approach. 3rd ed., Pearson new international ed. Harlow: Pearson, 2014. ISBN 978-1-292-02420-2.
NORGAARD, M. Neural networks for modelling and control of dynamic systems: a practitioner's handbook. London: Springer, 2000. ISBN 1-85233-227-1.

Doporučená literatura

WINTER, G. and ed. Genetic algorithms in engineering and computer science. Chichester: Wiley, 1995. ISBN 0-471-95859-X.
BARNES B. a G. R. FULFORD. Mathematical Modelling with Case Studies: Using Maple and Matlab. Chapman and Hall/CRC, 2015.
BERTSEKAS, D. P. Nonlinear programming. 2nd ed. Belmont: Athena Scientific, 1999. ISBN 1-886529-00-0.

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