Cluster Restarted DM: New Algorithm for Global Optimisation

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F17%3A63516946" target="_blank" >RIV/70883521:28140/17:63516946 - isvavai.cz</a>
Result on the web
<a href="http://dlapa.cz/IntelliSys%202017%20Proceedings-paper.pdf" target="_blank" >http://dlapa.cz/IntelliSys%202017%20Proceedings-paper.pdf</a>
DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Cluster Restarted DM: New Algorithm for Global Optimisation
Original language description
Global optimization method Differential Migration (DM) with restarting is described in this paper and evaluated together with Restart Covariance Matrix Adaptation Evolution Strategy With Increasing Population Size (IPOP-CMA-ES). Differential Migration is another step in global optimization from SOMA (Self-Organizing Migration Algorithm) combining two basic individual movement methods of SOMA - all-to-one and all-to-all, via cluster analysis and internal algorithm constant defining continuous change from one type of movement to another. The proposed algorithm implements essential ideas of Differential Evolution regardless of their original interpretation in living nature with subsequent increase of efficiency in finding global extreme which holds mainly for noisy multimodal cost functions present in the benchmarks as well as in real world applications.
Czech name
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Czech description
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Project
<a href="/en/project/LO1303" target="_blank" >LO1303: Promoting sustainability and development of the Centre for Security, Information and Advanced Technologies (CEBIA-Tech)</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
PROCEEDINGS OF THE 2017 INTELLIGENT SYSTEMS CONFERENCE (INTELLISYS)
ISBN
978-1-5090-6435-9
ISSN
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e-ISSN
neuvedeno
Number of pages
6
Pages from-to
1130-1135
Publisher name
IEEE
Place of publication
New Jersey, Piscataway
Event location
Londýn
Event date
Sep 7, 2017
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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