Evolutionary Algorithms Powered by Nonrandom Processes
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86088796" target="_blank" >RIV/61989100:27240/13:86088796 - isvavai.cz</a>
Alternative codes found
RIV/70883521:28140/13:43870508
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Evolutionary Algorithms Powered by Nonrandom Processes
Original language description
Inherent part of evolutionary algorithms that are based on Darwin theory of evolution and Mendel theory of genetic heritage, are random processes since genetic algorithms and evolutionary strategies use. In this participation we present extended experiments (of our previous) of selected evolutionary algorithms and test functions showing whether random processes really are needed in evolutionary algorithms. In our experiments we used differential evolution and SOMA algorithms with functions 2ndDeJong, Ackley, Griewangk, Rastrigin, SineWave and StretchedSineWave. We use n periodical deterministic processes (based on deterministic chaos principles) instead of pseudorandom number generators and compare performance of evolutionary algorithms powered by those processes and by pseudorandom number generators. Results presented here are numerical demonstration rather than mathematical proofs. We propose hypothesis that certain class of deterministic pro- cesses can be used instead of random num
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
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
Mendel 2013 : 19th International Conference on Soft Computing : June 26-28, 2013, Brno, Czech Republic
ISBN
978-80-214-4755-4
ISSN
1803-3814
e-ISSN
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Number of pages
8
Pages from-to
145-152
Publisher name
Brno University of Technology
Place of publication
Brno
Event location
Brno
Event date
Jun 26, 2013
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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