JOURNAL ARTICLE

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

Roman ŠenkeříkIvan ZelinkaMichal PluháčekDonald DavendraZuzana Komínková Oplatková

Year: 2014 Journal:   The Scientific World JOURNAL Vol: 2014 Pages: 1-12   Publisher: Hindawi Publishing Corporation

Abstract

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.

Keywords:
Chaotic Computer science Differential evolution Crossover Synchronization of chaos Controller (irrigation) Control theory (sociology) Dissipative system Pseudorandom number generator Set (abstract data type) Evolutionary algorithm Algorithm Control (management) Artificial intelligence Physics

Metrics

8
Cited By
0.47
FWCI (Field Weighted Citation Impact)
44
Refs
0.67
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Chaos control and synchronization
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics
Evolutionary Algorithms and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
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