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Chaos Enhanced Differential Evolution in the Task of Evolutionary Control of Discrete Chaotic LOZI Map

Authors :
Roman Senkerik
Ivan Zelinka
Michal Pluhacek
Source :
Advances in Electrical and Electronic Engineering, Vol 14, Iss 3, Pp 304-317 (2016)
Publication Year :
2016
Publisher :
VSB-Technical University of Ostrava, 2016.

Abstract

In this paper, evolutionary technique Differential Evolution (DE) is used for the evolutionary tuning of controller parameters for the stabilization of selected discrete chaotic system, which is the two-dimensional Lozi map. The novelty of the approach is that the selected controlled discrete dissipative chaotic system is used within Chaos enhanced heuristic concept as the chaotic pseudo-random number generator to drive the mutation and crossover process in the DE. The idea was to utilize the hidden chaotic dynamics in pseudo-random sequences given by chaotic map to help Differential evolution algorithm in searching for the best controller settings for the same chaotic system. The optimizations were performed for three different required final behavior of the chaotic system, and two types of developed cost function. To confirm the robustness of presented approach, comparisons with canonical DE strategy and PSO algorithm have been performed.

Details

Language :
English
ISSN :
13361376 and 18043119
Volume :
14
Issue :
3
Database :
Directory of Open Access Journals
Journal :
Advances in Electrical and Electronic Engineering
Publication Type :
Academic Journal
Accession number :
edsdoj.4d15abeed059447fbbb3c19160643e24
Document Type :
article
Full Text :
https://doi.org/10.15598/aeee.v14i3.1166