How unconventional chaotic pseudo-random generators influence population diversity in differential evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F18%3A10241913" target="_blank" >RIV/61989100:27240/18:10241913 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/18:10241913 RIV/70883521:28140/18:63520698
Result on the web
<a href="https://link.springer.com/chapter/10.1007/978-3-319-91253-0_49" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-319-91253-0_49</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-91253-0_49" target="_blank" >10.1007/978-3-319-91253-0_49</a>
Alternative languages
Result language
angličtina
Original language name
How unconventional chaotic pseudo-random generators influence population diversity in differential evolution
Original language description
This research focuses on the modern hybridization of the discrete chaotic dynamics and the evolutionary computation. It is aimed at the influence of chaotic sequences on the population diversity as well as at the algorithm performance of the simple parameter adaptive Differential Evolution (DE) strategy: jDE. Experiments are focused on the extensive investigation of totally ten different randomization schemes for the selection of individuals in DE algorithm driven by the default pseudo random generator of Java environment and nine different two-dimensional discrete chaotic systems, as the chaotic pseudo-random number generators. The population diversity and jDE convergence are recorded for 15 test functions from the CEC 2015 benchmark set in 30D. (C) Springer International Publishing AG, part of Springer Nature 2018.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Lecture Notes in Computer Science. Volume 10841
ISBN
978-3-319-91252-3
ISSN
0302-9743
e-ISSN
1611-3349
Number of pages
12
Pages from-to
524-535
Publisher name
Springer
Place of publication
Cham
Event location
Zakopane
Event date
Jun 3, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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