Simulating the Effect of Adaptivity on Randomization
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F16%3A43875354" target="_blank" >RIV/70883521:28140/16:43875354 - isvavai.cz</a>
Result on the web
<a href="http://conferences.computer.org/eurosim/2016/papers/4119a471.pdf" target="_blank" >http://conferences.computer.org/eurosim/2016/papers/4119a471.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/EUROSIM.2016.144" target="_blank" >10.1109/EUROSIM.2016.144</a>
Alternative languages
Result language
angličtina
Original language name
Simulating the Effect of Adaptivity on Randomization
Original language description
This paper compares the development of multi-chaotic system during the optimization process on three classical benchmark functions - Rosenbrock, Rastrigin and Ackley. The multi-chaotic system involves five different randomizations based on discrete chaotic maps (Burgers, Delayed Logistic, Dissipative, Lozi and Tinkerbell) and the probability of their selection is adjusted according to the development of the optimization task. Two variants of Differential Evolution (DE) are used in order to simulate the effect of adaptivity on the randomization probability adjustment process. First non-adaptive variant is DE with rand/1 mutation strategy and the second adaptive variant is novel Success-History based Adaptive DE (SHADE).
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)<br>S - Specificky vyzkum na vysokych skolach
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
Proceedings of 2016 9th EUROSIM Congress on Modelling and Simulation
ISBN
978-1-5090-4119-0
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
471-476
Publisher name
IEEE
Place of publication
New York
Event location
Oulu
Event date
Sep 12, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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