A Novel Genetic Algorithm Based on Immunity and Its Application
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27740%2F12%3A86084777" target="_blank" >RIV/61989100:27740/12:86084777 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/HIS.2012.6421396" target="_blank" >http://dx.doi.org/10.1109/HIS.2012.6421396</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/HIS.2012.6421396" target="_blank" >10.1109/HIS.2012.6421396</a>
Alternative languages
Result language
angličtina
Original language name
A Novel Genetic Algorithm Based on Immunity and Its Application
Original language description
In this paper, a novel genetic algorithm based on immunity (GABI) on the basis of parallel genetic algorithms (PGA) is proposed in order to overcome some defects of them, such as premature and slow convergence rate. The global performance of the algorithm is improved by introducing immunity theory into PGA. This is revealed in the following two aspects. One is that the immune selection based on proposed adjustable geometric-progression rank-based selection can prevent the algorithm from premature. The other is that convergence rate can be accelerate by individual migration strategy between subpopulations based on immune memory mechanism. In this algorithm, the idea of multiple subpopulations evolution based on improved adaptive crossover and mutation is adopted. To be hybridized with the Powell method can further improve local searching performance of the algorithm. An example of layout design shows that GABI is feasible and effective. 2012 IEEE.
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
<a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2012
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 of the 2012 12th International Conference on Hybrid Intelligent Systems, HIS 2012
ISBN
978-1-4673-5115-7
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
566-571
Publisher name
IEEE
Place of publication
New York
Event location
Pune
Event date
Dec 4, 2012
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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