On the use of chaos in nature-inspired optimization methods
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86089240" target="_blank" >RIV/61989100:27240/13:86089240 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/13:86089240
Result on the web
<a href="http://dx.doi.org/10.1109/SMC.2013.290" target="_blank" >http://dx.doi.org/10.1109/SMC.2013.290</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/SMC.2013.290" target="_blank" >10.1109/SMC.2013.290</a>
Alternative languages
Result language
angličtina
Original language name
On the use of chaos in nature-inspired optimization methods
Original language description
Stochastic nature-inspired optimization and search methods depend on streams of integer and floating point numbers generated in course of their execution. The pseudo-random numbers are utilized for in-silico emulation of probability-driven natural processes such as modification of genetic information (mutation, crossover), partner selection, and survival of the fittest (selection, migration) and environmental effects (small random changes in motion direction and velocity). Deterministic chaos is a wellknown mathematical concept that can be used to generate sequences of seemingly random real numbers within selected interval in a predictable and controllable way. In the past, it has been used as a basis for various pseudo-random number generators with interesting properties. This work provides an empirical comparison of the performance of genetic algorithms, differential evolution, and particle swarm optimization using different pseudo-random number generators and chaotic systems as sou
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
2013
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 - 2013 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2013
ISBN
978-0-7695-5154-8
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
1684-1689
Publisher name
IEEE
Place of publication
New York
Event location
Manchester
Event date
Oct 13, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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