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Preliminary study on the randomization and sequencing for the chaos embedded heuristic

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dc.title Preliminary study on the randomization and sequencing for the chaos embedded heuristic en
dc.contributor.author Šenkeřík, Roman
dc.contributor.author Pluháček, Michal
dc.contributor.author Zelinka, Ivan
dc.contributor.author Davendra, Donald David
dc.contributor.author Janoštík, Jakub
dc.relation.ispartof Proceedings of the Second International Afro-European Conference for Industrial Advancement (AECIA 2015)
dc.relation.ispartof Advances in Intelligent Systems and Computing
dc.identifier.issn 2194-5357 Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 9783319295039
dc.date.issued 2016
utb.relation.volume 427
dc.citation.spage 591
dc.citation.epage 601
dc.event.title 2nd International Afro-European Conference for Industrial Advancement, AECIA 2015
dc.event.location Villejuif
utb.event.state-en France
utb.event.state-cs Francie
dc.event.sdate 2015-09-09
dc.event.edate 2015-09-11
dc.type conferenceObject
dc.language.iso en
dc.publisher Springer Verlag
dc.identifier.doi 10.1007/978-3-319-29504-6_55
dc.relation.uri https://link.springer.com/chapter/10.1007/978-3-319-29504-6_55
dc.subject Complex dynamics en
dc.subject Deterministic chaos en
dc.subject Differential evolution en
dc.subject Randomization en
dc.subject UEDA oscillator en
dc.description.abstract This research deals with the hybridization of the two softcomputing fields, which are chaos theory and evolutionary computation. This paper investigates the utilization of the time-continuous chaotic system, which is UEDA oscillator, as the chaotic pseudo random number generator. (CPRNG). Repeated simulations were performed investigating the influence of the oscillator sampling time to the selected heuristic, which is differential evolution algorithm (DE). Through the utilization of time-continuous systems and with different sampling times from very small to bigger, it is possible to fully keep, suppress or remove the hidden complex chaotic dynamics from the generated data series. Experiments are focused on the preliminary investigation, whether the different randomization given by particular CPRNG or hidden complex chaotic dynamics providing the unique sequencing are beneficial to the heuristic performance. Initial experiments were performed on the selected test function in several dimension settings. © Springer International Publishing Switzerland 2016. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1006263
utb.identifier.rivid RIV/70883521:28140/16:43875541!RIV17-GA0-28140___
utb.identifier.obdid 43876291
utb.identifier.scopus 2-s2.0-84958267621
utb.identifier.wok 000371912400055
utb.source d-scopus
dc.date.accessioned 2016-04-28T10:53:19Z
dc.date.available 2016-04-28T10:53:19Z
utb.contributor.internalauthor Šenkeřík, Roman
utb.contributor.internalauthor Pluháček, Michal
utb.contributor.internalauthor Zelinka, Ivan
utb.contributor.internalauthor Davendra, Donald David
utb.contributor.internalauthor Janoštík, Jakub
utb.fulltext.affiliation Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Donald Davendra and Jakub Janostik R. Senkerik ( ✉ ) ⋅ M. Pluhacek ⋅ J. Janostik Faculty of Applied Informatics, Tomas Bata University in Zlin, Nam T.G. Masaryka 5555, 760 01 Zlin, Czech Republic e-mail: senkerik@fai.utb.cz M. Pluhacek e-mail: pluhacek@fai.utb.cz J. Janostik e-mail: janostik@fai.utb.cz I. Zelinka ⋅ D. Davendra Faculty of Electrical Engineering and Computer Science, Technical University of Ostrava, 17. Listopadu 15, 708 33 Ostrava-Poruba, Czech Republic e-mail: ivan.zelinka@vsb.cz D. Davendra e-mail: donald.davendra@vsb.cz
utb.fulltext.dates -
utb.fulltext.sponsorship This work was supported by Grant Agency of the Czech Republic—GACR P103/15/06700S, further by financial support of research project NPU I No. MSMT-7778/2014 by the Ministry of Education of the Czech Republic and also by the European Regional Development Fund under the Project CEBIA-Tech No. CZ.1.05/2.1.00/03.0089, partially supported by Grant of SGS No. SP2015/142 and SP2015/141 of VSB—Technical University of Ostrava, Czech Republic and by Internal Grant Agency of Tomas Bata University under the projects No. IGA/FAI/2015/057 and IGA/FAI/2015/061.
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