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King Cobra Algorithm (KCA) and its application in engineering optimization

delete2026-08-17
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AI
M
Mojtaba Ghasemi
P
Pavel Trojovský *
M
Mohamed Deriche
M
Mohsen Zare
Z
Zulkefli Mansor
L
Laith Abualigah
E
Eva Trojovská
DOI:10.1016/j.knosys.2026.116896delete
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Abstract

Abstract

En 中文
<ul class="list"> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="para0001"> Mathematical KCA formulation: The King Cobra Algorithm is formulated through a Gaussian prey-scent model and its gradient, linking the hunting metaphor to the position-update mechanism. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="para0002"> Movement strategy refinement: A sensitivity analysis compares the reference scent model and six alternative Gaussian-part formulations to refine Strategy 1, while Strategy 2 provides a complementary movement mechanism around the current best solution. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="para0003"> Adaptive KCA variants: The sKCA and jKCA variants extend KCA through fixed and self-adaptive phase selection mechanisms while preserving the core search structure. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="para0004"> Benchmark and engineering evaluation: KCA-based methods are evaluated on CEC-2014/CEC-2017 benchmarks and several chemical and power engineering optimization problems. </div></span></li> <li class="react-xocs-list-item"><span class="list-label">•</span><span class="list-content"> <div class="u-margin-s-bottom" id="para0005"> Statistical performance assessment: Friedman ranking and paired Wilcoxon tests with Holm correction support a statistically grounded interpretation of the comparative results. </div></span></li> </ul>
Keywords:
Global optimization
Swarm intelligence algorithms
King Cobra Algorithm (KCA)
Real-parameter numerical optimization
Engineering optimization

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K
Knowledge-Based Systems
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7.6
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