Cuckoo search algorithm with Lévy flights for reconstruction of periodic and chaotic orbits of the 2D hénon map
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2024-08Derechos
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Publicado en
ISMSI 2024: 8th International conference on intelligent systems, metaheuristics & swarm intelligence, Virtual conference Singapore april 24-25, 2024, New York, Association for Computing Machinery, 2024
Editorial
Association for Computing Machinery
Palabras clave
Dynamical systems
Swarm intelligence
Cuckoo search algorithm
Attractor reconstruction
Chaotic behavior
Resumen/Abstract
Reconstructing the complex behavior of chaotic dynamical systems from time series is a challenging task, due to the high sensitivity to initial conditions and other factors. In this paper, we formulate this issue as an optimization problem, which is addressed through a bio-inspired swarm intelligence technique: the cuckoo search algorithm with Lévy flights. The method is applied to reconstruct several periodic and chaotic behaviors of the Hénon map, a popular two-dimensional chaotic map. Our graphical and numerical results show that the proposed method is able to obtain suitable values for the parameters under optimization and reconstruct different system behaviors with good accuracy.
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