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JOURNALS // Artificial Intelligence and Decision Making // Archive

Artificial Intelligence and Decision Making, 2023 Issue 3, Pages 59–69 (Mi iipr37)

Optimal and rational choice

Modified sine-cosine metaheuristic àlgorithm for multidimensional global optimization problems

S. I. Rodzin

Southern Federal University, Taganrog, Russia

Abstract: The computational model of the sine-cosine metaheuristic algorithm is investigated. A modified algorithm is proposed that includes computational mechanisms to maintain a balance between the convergence rate of the algorithm and the diversification of the solution search space. The effectiveness of the algorithm is analyzed using a series of experiments for the tasks of finding a global minimum in a set of multidimensional test functions. The statistical significance of the obtained results is checked.

Keywords: sine-cosine algorithm, meta heuristics,·population, global optimum, agent, premature convergence, test function, Wilcoxon criterion.

DOI: 10.14357/20718594230306



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© Steklov Math. Inst. of RAS, 2024