On the Adaptivity and Complexity Embedded into Differential Evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F16%3A86100248" target="_blank" >RIV/61989100:27240/16:86100248 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/16:43875589
Result on the web
<a href="http://dx.doi.org/10.1063/1.4951913" target="_blank" >http://dx.doi.org/10.1063/1.4951913</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1063/1.4951913" target="_blank" >10.1063/1.4951913</a>
Alternative languages
Result language
angličtina
Original language name
On the Adaptivity and Complexity Embedded into Differential Evolution
Original language description
This research deals with the comparison of the two modern approaches for evolutionary algorithms, which are the adaptivity and complex chaotic dynamics. This paper aims on the investigations on the chaos-driven Differential Evolution (DE) concept. This paper is aimed at the embedding of discrete dissipative chaotic systems in the form of chaotic pseudo random number generators for the DE and comparing the influence to the performance with the state of the art adaptive representative jDE. This research is focused mainly on the possible disadvantages and advantages of both compared approaches. Repeated simulations for Lozi map driving chaotic systems were performed on the simple benchmark functions set, which are more close to the real optimization problems. Obtained results are compared with the canonical not-chaotic and not adaptive DE. Results show that with used simple test functions, the performance of ChaosDE is better in the most cases than jDE and Canonical DE, furthermore due to the unique sequencing in CPRNG given by the hidden chaotic dynamics, thus better and faster selection of unique individuals from population, ChaosDE is faster.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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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
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
AIP Conference Proceedings. Volume 1738
ISBN
978-0-7354-1392-4
ISSN
0094-243X
e-ISSN
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Number of pages
4
Pages from-to
1-4
Publisher name
American Institute of Physics
Place of publication
New York
Event location
Rhodes
Event date
Sep 23, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000380803300159