An efficient bio-inspired algorithm based on humpback whale migration for constrained engineering optimization
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F62690094%3A18470%2F25%3A50022472" target="_blank" >RIV/62690094:18470/25:50022472 - isvavai.cz</a>
Result on the web
<a href="https://doi.org/10.1016/j.rineng.2025.104215" target="_blank" >https://doi.org/10.1016/j.rineng.2025.104215</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1016/j.rineng.2025.104215" target="_blank" >10.1016/j.rineng.2025.104215</a>
Alternative languages
Result language
angličtina
Original language name
An efficient bio-inspired algorithm based on humpback whale migration for constrained engineering optimization
Original language description
This work presents the Whale migrating Algorithm (WMA), an innovative bio-inspired metaheuristic optimization method based on the collaborative migrating behavior of humpback whales. In contrast to conventional methods, WMA integrates leader-follower dynamics with adaptive migratory tactics to balance exploration and exploitation, improving its capacity to evade local optima and converge effectively. The performance of the proposed algorithm was meticulously assessed using the CEC-2005, CEC-2014, and CEC-2017 optimization problems and some restricted engineering problems, exhibiting enhanced accuracy, robustness, and convergence velocity relative to leading optimization techniques, such as PSO, WOA, and GWO. These findings confirm WMA is an effective instrument for addressing intricate optimization challenges across several domains. The source code of the WMA is publicly available at https://www.optim-app.com/projects/wma.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
20201 - Electrical and electronic engineering
Result continuities
Project
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Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2025
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Results in engineering
ISSN
2590-1230
e-ISSN
2590-1230
Volume of the periodical
25
Issue of the periodical within the volume
March
Country of publishing house
NL - THE KINGDOM OF THE NETHERLANDS
Number of pages
34
Pages from-to
"Article Number: 104215"
UT code for WoS article
001425758800001
EID of the result in the Scopus database
2-s2.0-85217206001