Hybridization of Chaotic Systems and Success-History Based Adaptive Differential Evolution
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F16%3A43875349" target="_blank" >RIV/70883521:28140/16:43875349 - isvavai.cz</a>
Result on the web
<a href="http://link.springer.com/chapter/10.1007/978-3-319-39636-1_11" target="_blank" >http://link.springer.com/chapter/10.1007/978-3-319-39636-1_11</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-39636-1_11" target="_blank" >10.1007/978-3-319-39636-1_11</a>
Alternative languages
Result language
angličtina
Original language name
Hybridization of Chaotic Systems and Success-History Based Adaptive Differential Evolution
Original language description
This research paper focuses on hybridization of two soft computing fields - chaos theory and evolutionary algorithms, specifically on the implementation of Chaotic map based Pseudo-Random Number Generator (CPRNG) into the process of parent selection in Success-History Based Adaptive Differential Evolution (SHADE) algorithm. The impact on performance of the algorithm is tested on CEC2015 benchmark set where five different chaotic maps are used for random integer generation. Performance comparison shows that there is a potential in replacing classic Pseudo-Random Number Generators (PRNGs) with chaotic ones. The results provided in this paper show that the choice of CPRNG for given problem is crucial in terms of affecting the performance of the algorithm, therefore the next research step will be focused on the development of the frame-work which will adapt to the solved problem and select the most suitable CPRNG or their combination.
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
HYBRID METAHEURISTICS
ISBN
978-3-319-39635-4
ISSN
0302-9743
e-ISSN
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Number of pages
12
Pages from-to
145-156
Publisher name
Springer International Publishing Switzerland
Place of publication
Cham
Event location
Plymouth
Event date
Jun 8, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000379305500011