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dc.title | Chaotic attractors of discrete dynamical systems used in the core of evolutionary algorithms: state of art and perspectives | en |
dc.contributor.author | Zelinka, Ivan | |
dc.contributor.author | Šenkeřík, Roman | |
dc.relation.ispartof | Journal of Difference Equations and Applications | |
dc.identifier.issn | 1023-6198 Scopus Sources, Sherpa/RoMEO, JCR | |
dc.identifier.issn | 1563-5120 Scopus Sources, Sherpa/RoMEO, JCR | |
dc.date.issued | 2023 | |
dc.type | article | |
dc.language.iso | en | |
dc.publisher | Taylor and Francis Ltd. | |
dc.identifier.doi | 10.1080/10236198.2023.2220416 | |
dc.relation.uri | https://www.tandfonline.com/doi/full/10.1080/10236198.2023.2220416 | |
dc.relation.uri | https://www.tandfonline.com/doi/epdf/10.1080/10236198.2023.2220416?needAccess=true&role=button | |
dc.subject | deterministic chaos | en |
dc.subject | chaotic maps | en |
dc.subject | discrete chaotic dynamical systems | en |
dc.subject | evolution algorithms | en |
dc.subject | metaheuristics | en |
dc.subject | swarm intelligence | en |
dc.description.abstract | This paper delves into the intersection between discrete dynamical systems and bio-inspired metaheuristic algorithms. Chaos, an inherent phenomenon manifested by both continuous and discrete dynamic nonlinear systems has become an essential component of engineering design. This study examines the relationship between chaos and bio-inspired metaheuristic algorithms from two distinct angles: the presence of chaos within the realm of algorithms, and the application of bio-inspired algorithms for the identification, control, or synthesis of complex systems. Furthermore, this paper offers an in-depth exploration of the interplay between metaheuristics and complex nonlinear dynamics, including potential avenues for future research. The presented simulation studies, along with the design of objective functions for optimization and the implementation of metaheuristics, serve as a valuable foundation for subsequent experiments involving discrete nonlinear systems and complex systems with time delays. Such systems may benefit from multiparametric or multicriteria optimization approaches, paving the way for novel advancements in the field. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1011622 | |
utb.identifier.obdid | 43885022 | |
utb.identifier.scopus | 2-s2.0-85163649438 | |
utb.identifier.wok | 001018080600001 | |
utb.source | j-scopus | |
dc.date.accessioned | 2023-09-05T23:17:40Z | |
dc.date.available | 2023-09-05T23:17:40Z | |
dc.description.sponsorship | SGS [SP2023/050]; VSB-Technical University of Ostrava, Czech Republic; Grant Agency of Czech Republic (GACR) [GF21-45465L]; Faculty of Applied Informatics, Tomas Bata University in Zlin | |
utb.ou | A.I.Lab | |
utb.contributor.internalauthor | Šenkeřík, Roman | |
utb.fulltext.affiliation | Ivan Zelinka a,b and Roman Senkerik c a Department of Computer Science, VSB Technical University of Ostrava, Ostrava-Poruba, Czech Republic; b IT4Innovations, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic; c A.I.Lab, Faculty of Applied Informatics, Tomas Bata University in Zlin, Zlín, Czech Republic | |
utb.fulltext.dates | Received 14 December 2022 Accepted 25 May 2023 Published online: 28 Jun 2023 | |
utb.fulltext.sponsorship | Supported by a grant of SGS No. SP2023/050, VSB-Technical University of Ostrava, Czech Republic, by the Grant Agency of Czech Republic (GACR) project No. GF21-45465L, and further by theresources of A.I.Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin. | |
utb.wos.affiliation | [Zelinka, Ivan] VSB Tech Univ Ostrava, Dept Comp Sci, Ostrava, Czech Republic; [Zelinka, Ivan] VSB Tech Univ Ostrava, IT4Innovat, Ostrava, Czech Republic; [Senkerik, Roman] Tomas Bata Univ Zlin, Fac Appl Informat, AI Lab, Zlin, Czech Republic; [Senkerik, Roman] Tomas Bata Univ Zlin, Fac Appl Informat, AI Lab, TG Masaryka 5555, Zlin 76001, Czech Republic | |
utb.scopus.affiliation | Department of Computer Science, VSB Technical University of Ostrava, Ostrava-Poruba, Czech Republic; IT4Innovations, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic; A.I.Lab, Faculty of Applied Informatics, Tomas Bata University in Zlin, Zlín, Czech Republic | |
utb.fulltext.projects | SP2023/050 | |
utb.fulltext.projects | GF21-45465L | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.ou | Department of Informatics and Artificial Intelligence |