Self-Organizing Migrating Algorithm with non-binary perturbation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F20%3A63525242" target="_blank" >RIV/70883521:28140/20:63525242 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/chapter/10.1007%2F978-3-030-37838-7_5" target="_blank" >https://link.springer.com/chapter/10.1007%2F978-3-030-37838-7_5</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-37838-7_5" target="_blank" >10.1007/978-3-030-37838-7_5</a>
Alternative languages
Result language
angličtina
Original language name
Self-Organizing Migrating Algorithm with non-binary perturbation
Original language description
The self-organizing migrating algorithm (SOMA) is a popular population base metaheuristic. One of its key mechanisms is a perturbation of the individual movement with a binary-valued perturbation (PRT) vector. The goal of perturbation is to improve the diversity of the population and exploration of the search space. In this paper, we study a variant of the SOMA algorithm with non-binary PRT vector. We investigate the effect of introducing a third possible value, a negative (repulsive) element, into the PRT vector. The aim is to slow the population convergence and prolong the exploration phase. The inspiration is taken from previous successful implementations of repulsive mechanics in another swarm-based method: the Particle Swarm Optimization.
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)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Communications in Computer and Information Science
ISBN
978-3-030-37837-0
ISSN
1865-0929
e-ISSN
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Number of pages
15
Pages from-to
43-57
Publisher name
Springer Nature
Place of publication
Londýn
Event location
Maribor
Event date
Jul 10, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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