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Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems

Evolutionary technique differential evolution (DE) is used for the evolutionary tuning of controller parameters for the stabilization of set of different chaotic systems. The novelty of the approach is that the selected controlled discrete dissipative chaotic system is used also as the chaotic pseud...

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Detalles Bibliográficos
Autores principales: Senkerik, Roman, Zelinka, Ivan, Pluhacek, Michal, Davendra, Donald, Oplatková Kominkova, Zuzana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4163441/
https://www.ncbi.nlm.nih.gov/pubmed/25243230
http://dx.doi.org/10.1155/2014/836484
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author Senkerik, Roman
Zelinka, Ivan
Pluhacek, Michal
Davendra, Donald
Oplatková Kominkova, Zuzana
author_facet Senkerik, Roman
Zelinka, Ivan
Pluhacek, Michal
Davendra, Donald
Oplatková Kominkova, Zuzana
author_sort Senkerik, Roman
collection PubMed
description Evolutionary technique differential evolution (DE) is used for the evolutionary tuning of controller parameters for the stabilization of set of different chaotic systems. The novelty of the approach is that the selected controlled discrete dissipative chaotic system is used also as the chaotic pseudorandom number generator to drive the mutation and crossover process in the DE. The idea was to utilize the hidden chaotic dynamics in pseudorandom sequences given by chaotic map to help differential evolution algorithm search for the best controller settings for the very same chaotic system. The optimizations were performed for three different chaotic systems, two types of case studies and developed cost functions.
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spelling pubmed-41634412014-09-21 Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems Senkerik, Roman Zelinka, Ivan Pluhacek, Michal Davendra, Donald Oplatková Kominkova, Zuzana ScientificWorldJournal Research Article Evolutionary technique differential evolution (DE) is used for the evolutionary tuning of controller parameters for the stabilization of set of different chaotic systems. The novelty of the approach is that the selected controlled discrete dissipative chaotic system is used also as the chaotic pseudorandom number generator to drive the mutation and crossover process in the DE. The idea was to utilize the hidden chaotic dynamics in pseudorandom sequences given by chaotic map to help differential evolution algorithm search for the best controller settings for the very same chaotic system. The optimizations were performed for three different chaotic systems, two types of case studies and developed cost functions. Hindawi Publishing Corporation 2014 2014-08-26 /pmc/articles/PMC4163441/ /pubmed/25243230 http://dx.doi.org/10.1155/2014/836484 Text en Copyright © 2014 Roman Senkerik et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Senkerik, Roman
Zelinka, Ivan
Pluhacek, Michal
Davendra, Donald
Oplatková Kominkova, Zuzana
Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title_full Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title_fullStr Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title_full_unstemmed Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title_short Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Selected Set of Discrete Chaotic Systems
title_sort chaos enhanced differential evolution in the task of evolutionary control of selected set of discrete chaotic systems
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4163441/
https://www.ncbi.nlm.nih.gov/pubmed/25243230
http://dx.doi.org/10.1155/2014/836484
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