Performance comparison of differential evolution and soma on chaos control optimization problems
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F12%3A86083865" target="_blank" >RIV/61989100:27240/12:86083865 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/12:43867986
Result on the web
<a href="http://dx.doi.org/10.1142/S021812741230025X" target="_blank" >http://dx.doi.org/10.1142/S021812741230025X</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1142/S021812741230025X" target="_blank" >10.1142/S021812741230025X</a>
Alternative languages
Result language
angličtina
Original language name
Performance comparison of differential evolution and soma on chaos control optimization problems
Original language description
This paper compares the performance of Differential Evolution (DE) with Self-Organizing Migrating Algorithm (SOMA) in the task of optimization of the control of chaos. The main aim of this paper is to show that evolutionary algorithms like DE are capableof optimizing chaos control, leading to satisfactory results, and to show that extreme sensitivity of the chaotic environment influences the quality of results on the selected EA, construction of cost function (CF) and any small change in the CF design.As a model of deterministic chaotic system, the two-dimensional Henon map is used and two complex targeting cost functions are tested. The evolutionary algorithms, DE and SOMA were applied with different strategies. For each strategy, repeated simulations demonstrate the robustness of the used method and constructed CF. Finally, the obtained results are compared with previous research.
Czech name
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
JD - Use of computers, robotics and its application
OECD FORD branch
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Result continuities
Project
<a href="/en/project/ED2.1.00%2F03.0089" target="_blank" >ED2.1.00/03.0089: The Centre of Security, Information and Advanced Technologies (CEBIA-Tech)</a><br>
Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
International Journal of Bifurcation and Chaos
ISSN
0218-1274
e-ISSN
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Volume of the periodical
22
Issue of the periodical within the volume
8
Country of publishing house
SG - SINGAPORE
Number of pages
16
Pages from-to
1-16
UT code for WoS article
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EID of the result in the Scopus database
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