Dynamic Control Cuckoo Search (DCCS) Source code in MATLAB
Version 1.0.0 (5,32 ko) par
Manoj Kumar Naik
The DCCS enhanced using dynamic control, adaptive step size, and randomization in the cuckoo search path
The key contribution of this work is the dynamic control cuckoo search (DCCS) method. Nonetheless, the adaptive cuckoo search (ACS) appears to be effective in utilizing the exploitation and exploration by using the best solution followed by an adaptive step size to determine the next-generation solutions. However, its convergence rate is limited. To solve this problem, the authors use dynamic control, adaptive step size, and randomization in the cuckoo search path for the following generations. A better tradeoff between exploitation and exploration is achieved, allowing for a faster convergence rate. The 23 traditional and 10 CEC2019 benchmark functions are used for validations. When the DCCS results are compared to the well-known methods using scalability and statistical tests like Wilcoxon's rank-sum test, it shows a significant improvement. Friedman's mean rank test is also ranked the strategic DCCS top. Furthermore, constrained engineering design problems 1) welded beam design and 2) pressure vessel design are solved. The DCCS would be useful for optimization.
Citation pour cette source
Naik, Manoj Kumar, et al. “An Evolutionary Dynamic Control Cuckoo Search Algorithm for Solving the Constrained Engineering Design Problems.” International Journal of Swarm Intelligence Research, vol. 13, no. 4, IGI Global, Oct. 2022, pp. 1–25, doi:10.4018/ijsir.314210.
Compatibilité avec les versions de MATLAB
Créé avec
R2018b
Compatible avec toutes les versions
Plateformes compatibles
Windows macOS LinuxTags
Remerciements
Inspiré par : ACS_CS(L,F,MET), ACS_CS(L,F,MET)
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Découvrir Live Editor
Créez des scripts avec du code, des résultats et du texte formaté dans un même document exécutable.
Version | Publié le | Notes de version | |
---|---|---|---|
1.0.0 |