Gurantor department | Department of Computer Science | Credits | 10 |

Subject guarantor | prof. RNDr. Václav Snášel, CSc. | Subject version guarantor | prof. RNDr. Václav Snášel, CSc. |

Study level | postgraduate | Requirement | Choice-compulsory |

Year | Semester | winter + summer | |

Study language | Czech | ||

Year of introduction | 2010/2011 | Year of cancellation | |

Intended for the faculties | FEI | Intended for study types | Doctoral |

Instruction secured by | |||
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Login | Name | Tuitor | Teacher giving lectures |

SNA57 | prof. RNDr. Václav Snášel, CSc. | ||

ZEL01 | prof. Ing. Ivan Zelinka, Ph.D. |

Extent of instruction for forms of study | ||
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Form of study | Way of compl. | Extent |

Full-time | Examination | 28+0 |

Combined | Examination | 28+0 |

Goals of the course: Bio-inspired computing

Individual consultations

The content of the subject is following. Current state of the field of softcomputing, fuzzy logic, neural networks, evolutionary computing (EVT). Classification of evolutionary computational techniques, historical facts, current trends in EVT field. The central dogma of EVT by Darwin and Mendel. Basic concepts: individual, population, fitness, fitness function, representation of individuals. Fitness functions, design principles, test functions, computational complexity and theoretical limits of algorithms, P and NP problems. Permutation testing problems. Multipurpose optimization, Paret set, fitness function design for multipurpose optimization, examples. Selected stochastic algorithms: local search method, blind algorithm, climbing algorithm, simulated annealing. Selected stochastic algorithms with evolutionary elements: simulated annealing with elitism, taboo search. Particle swarm, Scatter Search, Ant Colony Optimization. Self-organizing Migration Algorithm, principle of operation and algorithm used: ATO, ATR, ATA and ATAA. SOMA and permutation test problems. Differential evolution.

Maurice Clerc. Particle Swarm Optimization, Wiley-ISTE, 2006.
Marco Dorigo, Thomas Stutzle. Ant Colony Optimization, The MIT Press, 2004.
Andries P. Engelbrecht, Fundamentals of Computational Swarm Intelligence, Wiley, 2006.

Kenneth Price, Rainer M. Storn, Jouni A. Lampinen. Differential Evolution: A Practical Approach to Global Optimization, Springer, 2005.
Christine Solnon. Ant Colony Optimization and Constraint Programming, Wiley-ISTE, 2010.
Yang Xiao, Fei Hu. Bio-inspired Computing and Communication Networks, CRC, 2010.

Student vypracuje článek z vybraného pokročilého tématu. Tento článek odprezentuje v rámci kurzu.

Additional requirements for the student are not.

Subject has no prerequisities.

Subject has no co-requisities.

The current state of the field softcomputing, fuzzy logic, neural networks, evolutionary computing (EVT), etc.

Conditions for completion are defined only for particular subject version and form of study

Academic year | Programme | Field of study | Spec. | Zaměření | Form | Study language | Tut. centre | Year | W | S | Type of duty | |
---|---|---|---|---|---|---|---|---|---|---|---|---|

2019/2020 | (P0713D060002) Electrical Engineering Science | P | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P0613D140005) Computer Science | P | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P0541D170005) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P0541D170005) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P0613D140005) Computer Science | K | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P0713D060002) Electrical Engineering Science | K | Czech | Ostrava | Choice-compulsory type B | study plan | ||||||

2019/2020 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2019/2020 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2019/2020 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2019/2020 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | English | Ostrava | Choice-compulsory | study plan | |||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P2646) Information Technology | (1801V002) Computer Science and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P2646) Information Technology | (1801V002) Computer Science and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | |||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan |

Block name | Academic year | Form of study | Study language | Year | W | S | Type of block | Block owner |
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