Cooperative Model of Evolutionary Algorithms and Real-World Problems

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F19%3AA2002056" target="_blank" >RIV/61988987:17310/19:A2002056 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-030-37838-7_1" target="_blank" >http://dx.doi.org/10.1007/978-3-030-37838-7_1</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-37838-7_1" target="_blank" >10.1007/978-3-030-37838-7_1</a>

Result language
angličtina
Original language name
Cooperative Model of Evolutionary Algorithms and Real-World Problems
Original language description
A cooperative model of efficient evolutionary algorithms is proposed and studied when solving 22 real-world problems of a CEC 2011 benchmark suite. The four adaptive algorithms are chosen for this model, namely the Covariance Matrix Adaptation Evolutionary Strategy (CMA-ES) and three variants of adaptive Differential Evolution (CoBiDE, jSO, and IDEbd). Five different combinations of cooperating algorithms are tested to obtain the best results. Although the two algorithms use constant population size, the proposed model employs an efficient linear population-size reduction mechanism. The best performing Cooperative Model of Evolutionary Algorithms (CMEAL) employs two EAs, and it outperforms the original algorithms in 10 out of 22 real-world problems.
Czech name
—
Czech description
—

Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Communications in Computer and Information Science, vol 1092
ISBN
978-3-030-37837-0
ISSN
1865-0929
e-ISSN
1865-0937
Number of pages
12
Pages from-to
1-12
Publisher name
Springer
Place of publication
Cham
Event location
Maribor, Slovinsko
Event date
Jul 10, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—

Similar results(10)