An Improved Arithmetic Optimization Algorithm for Numerical Optimization Problems
The arithmetic optimization algorithm is a recently proposed metaheuristic algorithm. In this paper, an improved arithmetic optimization algorithm (IAOA) based on the population control strategy is introduced to solve numerical optimization problems. By classifying the population and adaptively cont...
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| Published in | Mathematics (Basel) Vol. 10; no. 12; p. 2152 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
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Basel
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01.06.2022
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| Abstract | The arithmetic optimization algorithm is a recently proposed metaheuristic algorithm. In this paper, an improved arithmetic optimization algorithm (IAOA) based on the population control strategy is introduced to solve numerical optimization problems. By classifying the population and adaptively controlling the number of individuals in the subpopulation, the information of each individual can be used effectively, which speeds up the algorithm to find the optimal value, avoids falling into local optimum, and improves the accuracy of the solution. The performance of the proposed IAOA algorithm is evaluated on six systems of nonlinear equations, ten integrations, and engineering problems. The results show that the proposed algorithm outperforms other algorithms in terms of convergence speed, convergence accuracy, stability, and robustness. |
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| AbstractList | The arithmetic optimization algorithm is a recently proposed metaheuristic algorithm. In this paper, an improved arithmetic optimization algorithm (IAOA) based on the population control strategy is introduced to solve numerical optimization problems. By classifying the population and adaptively controlling the number of individuals in the subpopulation, the information of each individual can be used effectively, which speeds up the algorithm to find the optimal value, avoids falling into local optimum, and improves the accuracy of the solution. The performance of the proposed IAOA algorithm is evaluated on six systems of nonlinear equations, ten integrations, and engineering problems. The results show that the proposed algorithm outperforms other algorithms in terms of convergence speed, convergence accuracy, stability, and robustness. |
| Author | Chen, Mengnan Zhou, Yongquan Luo, Qifang |
| Author_xml | – sequence: 1 givenname: Mengnan surname: Chen fullname: Chen, Mengnan – sequence: 2 givenname: Yongquan orcidid: 0000-0003-4404-952X surname: Zhou fullname: Zhou, Yongquan – sequence: 3 givenname: Qifang surname: Luo fullname: Luo, Qifang |
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| SubjectTerms | Accuracy Algorithms Arithmetic arithmetic optimization algorithm Convergence Engineering Food science Heuristic methods metaheuristic Methods Multiplication & division Nonlinear equations Nonlinear systems numerical integrals Optimization Optimization algorithms Population Population control population control strategy Robustness (mathematics) Systems analysis systems of nonlinear equations |
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