รหัสดีโอไอ 10.14456/past.2021.7
Creator Somboon Sukpancharoen
Title Global Performance Test of Metaheuristics Optimization and Engineering Applications
Publisher Faculty of Science and Technology, Rajamangala University of Technology Thanyaburi
Publication Year 2021
Journal Title Progress in Applied Science and Technology
Journal Vol. 11
Journal No. 1
Page no. M03
Keyword Metaheuristics ,Optimization techniques ,Unconstrained benchmark functions ,Constrained engineering optimization ,Friedman Aligned Ranks ,Quade Ranks
URL Website https://ph02.tci-thaijo.org/index.php/past/index
Website title Progress in Applied Science and Technology
ISSN 2730-3020
Abstract In this research study, 10 of the latest metaheuristics' performance characteristics are compared in the context of 19 unconstrained benchmark functions, where the large dimension of the test challenge is 100. Optimization problems may often encompass a large number of design variables, exerting complex effects upon the specific objective function. The performance is evaluated as the algorithm seeks a global optimum and avoids becoming trapped in a local optimum through the use of best values, mean and standard deviation (Stdev.). This study also uses Friedman Aligned Ranks and applies the Quade Ranks test to examine the differences in performance as the algorithms seek their solutions. Analysis of exploitation is conducted using Friedman Aligned Rank tests, while exploration is addressed using the Quade Ranks test. The study revealed that the different algorithms use different approaches to look for their solutions, with a significance level of 0.05. Finally, the comparison of the ten algorithms' performance is presented in this paper in the context of solving constrained mechanical and chemical engineering problems.
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Somboon Sukpancharoen, (2021) Global Performance Test of Metaheuristics Optimization and Engineering Applications. Progress in Applied Science and Technology,11,M03.
Somboon Sukpancharoen, "Global Performance Test of Metaheuristics Optimization and Engineering Applications". Progress in Applied Science and Technology 11 (2021):M03.
Somboon Sukpancharoen, Global Performance Test of Metaheuristics Optimization and Engineering Applications. Faculty of Science and Technology, Rajamangala University of Technology Thanyaburi:ม.ป.ท. 2021.