This paper presents strategies to enhance the performance of the Cuckoo Search Algorithm. These strategies include modifications and new methods for determining the number of eggs each cuckoo lays, setting the egg-laying radius, and defining the step size of migration. The proposed strategies were evaluated using the Sphere and Rastrigin benchmark functions, and the results indicate that these methods outperform the original Cuckoo Search Algorithm. The first proposal, which focuses on determining the number of eggs each cuckoo lays, showed significant improvement in solving the Sphere and Rastrigin functions. Additionally, the second set of proposals, concerning the egg-laying radius and migration step size, also led to considerable improvements in solving the benchmark functions. Finally, the simultaneous application of both proposed modifications to the basic Cuckoo Search Algorithm demonstrated substantial enhancements in optimizing the benchmark functions. Therefore, the proposed modifications can serve as reliable strategies, alongside other improvements, for solving optimization problems using the Cuckoo Search Algorithm.
Nahid Titkanlu, H. , Nadershahi, M. and Golmakani, M. (2025). Solutions To Improve The Performance Of Cuckoo Optimization Algorithm. Journal of Modeling in Engineering, (), -. doi: 10.22075/jme.2025.34272.2676
MLA
Nahid Titkanlu, H. , , Nadershahi, M. , and Golmakani, M. . "Solutions To Improve The Performance Of Cuckoo Optimization Algorithm", Journal of Modeling in Engineering, , , 2025, -. doi: 10.22075/jme.2025.34272.2676
HARVARD
Nahid Titkanlu, H., Nadershahi, M., Golmakani, M. (2025). 'Solutions To Improve The Performance Of Cuckoo Optimization Algorithm', Journal of Modeling in Engineering, (), pp. -. doi: 10.22075/jme.2025.34272.2676
CHICAGO
H. Nahid Titkanlu , M. Nadershahi and M. Golmakani, "Solutions To Improve The Performance Of Cuckoo Optimization Algorithm," Journal of Modeling in Engineering, (2025): -, doi: 10.22075/jme.2025.34272.2676
VANCOUVER
Nahid Titkanlu, H., Nadershahi, M., Golmakani, M. Solutions To Improve The Performance Of Cuckoo Optimization Algorithm. Journal of Modeling in Engineering, 2025; (): -. doi: 10.22075/jme.2025.34272.2676