On the Randomization of Indices Selection for Differential Evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F17%3A63517232" target="_blank" >RIV/70883521:28140/17:63517232 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/content/pdf/10.1007%2F978-3-319-57261-1_53.pdf" target="_blank" >https://link.springer.com/content/pdf/10.1007%2F978-3-319-57261-1_53.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-57261-1_53" target="_blank" >10.1007/978-3-319-57261-1_53</a>
Alternative languages
Result language
angličtina
Original language name
On the Randomization of Indices Selection for Differential Evolution
Original language description
This research deals with the hybridization of two softcomputing fields, which are the chaos theory and evolutionary algorithms. This paper in- vestigates the utilization of the two-dimensional discrete chaotic systems, which are Burgers and Lozi maps, as the chaotic pseudo random number generators (CPRNGs) embedded into the selected heuristics, which is differential evolu- tion algorithm (DE). Through the utilization of either chaotic systems or identi- cal identified pseudo random number distribution, it is possible to fully keep or remove the hidden complex chaotic dynamics from the generated pseudo ran- dom data series. Experiments are focused on the extended investigation, wheth- er the different randomization types with different pseudo random numbers dis- tribution or hidden complex chaotic dynamics providing the unique sequencing are more beneficial to the heuristic performance. This research utilizes set of 4 selected benchmark functions, and totally four different randomizations; further results are compared against canonical DE.
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
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Artificial Intelligence Trends in Intelligent Systems, CSOC2017, VOL 1 Book Series: Advances in Intelligent Systems and Computing
ISBN
978-3-319-57260-4
ISSN
2194-5357
e-ISSN
neuvedeno
Number of pages
11
Pages from-to
537-547
Publisher name
Springer International Publishing AG
Place of publication
Cham
Event location
Zlín
Event date
Apr 26, 2017
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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