Insight into Adaptive Differential Evolution Variants with Unconventional Randomization Schemes
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F20%3A10244244" target="_blank" >RIV/61989100:27240/20:10244244 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/20:63525245 RIV/61989100:27740/20:10244244
Result on the web
<a href="https://link.springer.com/chapter/10.1007/978-3-030-37838-7_16" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-030-37838-7_16</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-37838-7_16" target="_blank" >10.1007/978-3-030-37838-7_16</a>
Alternative languages
Result language
angličtina
Original language name
Insight into Adaptive Differential Evolution Variants with Unconventional Randomization Schemes
Original language description
The focus of this work is the deeper insight into arising serious research questions connected with the growing popularity of combining metaheuristic algorithms and chaotic sequences showing quasi-periodic patterns. This paper reports an analysis of population dynamics by linking three elements like distribution of the results, population diversity, and differences between strategies of Differential Evolution (DE). Experiments utilize two frequently studied self-adaptive DE versions, which are simpler jDE and SHADE, further an original DE variant for comparisons, and totally ten chaos-driven quasi-random schemes for the indices selection in the DE. All important performance characteristics and population diversity are recorded and analyzed for the CEC 2015 benchmark set in 30D. (C) Springer Nature Switzerland AG 2020.
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
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Communications in Computer and Information Science. Volume 1092
ISBN
978-3-030-37837-0
ISSN
1865-0929
e-ISSN
1865-0937
Number of pages
12
Pages from-to
177-188
Publisher name
Springer
Place of publication
Cham
Event location
Maribor
Event date
Jul 10, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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