Thesis Details

Fuzzy neuronové sítě

Master's Thesis Student: González Marek Academic Year: 2014/2015 Supervisor: Zbořil František V., doc. Ing., CSc.
English title
Fuzzy Neural Networks
Language
Czech
Abstract

This thesis focuses on fuzzy neural networks. The combination of the fuzzy logic and artificial neural networks leads to the development of more robust systems. These systems are used in various field of the research, such as artificial intelligence, machine learning and control theory. First, we provide a quick overview of underlying neural networks and fuzzy systems to explain fundamental ideas that form the basis of the fields, and follow with the introduction of the fuzzy neural network theory, classification and application. Then we describe a design and a realization of the fuzzy associative memory, as an example of these systems. Finally, we benchmark the realization using the pattern recognition and control tasks. The results are evaluated and compared against existing systems.

Keywords

Fuzzy sets, fuzzy logic, fuzzy control, artificial neuron, neural networks, Hopfield neural network, bidirectional associative memory, fuzzy neural networks, fuzzy associative memory.

Department
Degree Programme
Information Technology, Field of Study Computer and Embedded Systems
Files
Status
defended, grade D
Date
19 June 2015
Reviewer
Committee
Kotásek Zdeněk, doc. Ing., CSc. (DCSY FIT BUT), předseda
Fučík Otto, doc. Dr. Ing. (DCSY FIT BUT), člen
Holub Jan, prof. Ing., Ph.D. (FIT CTU), člen
Jaroš Jiří, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Kořenek Jan, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Rychlý Marek, RNDr., Ph.D. (DIFS FIT BUT), člen
Citation
GONZÁLEZ, Marek. Fuzzy neuronové sítě. Brno, 2015. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2015-06-19. Supervised by Zbořil František V.. Available from: https://www.fit.vut.cz/study/thesis/8330/
BibTeX
@mastersthesis{FITMT8330,
    author = "Marek Gonz\'{a}lez",
    type = "Master's thesis",
    title = "Fuzzy neuronov\'{e} s\'{i}t\v{e}",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2015,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/8330/"
}
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