Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems
This paper proposes an enhanced arithmetic optimization algorithm (AOA) called PSAOA that incorporates the proposed probabilistic search strategy to increase the searching quality of the original AOA. Furthermore, an adjustable parameter is also developed to balance the exploration and exploitation...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
KeAi Communications Co. Ltd.
2022-12-01
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| Series: | Data Science and Management |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2666764922000315 |
| _version_ | 1797809117883006976 |
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| author | Lu Peng Chaohao Sun Wenli Wu |
| author_facet | Lu Peng Chaohao Sun Wenli Wu |
| author_sort | Lu Peng |
| collection | DOAJ |
| description | This paper proposes an enhanced arithmetic optimization algorithm (AOA) called PSAOA that incorporates the proposed probabilistic search strategy to increase the searching quality of the original AOA. Furthermore, an adjustable parameter is also developed to balance the exploration and exploitation operations. In addition, a jump mechanism is included in the PSAOA to assist individuals in jumping out of local optima. Using 29 classical benchmark functions, the proposed PSAOA is extensively tested. Compared to the AOA and other well-known methods, the experiments demonstrated that the proposed PSAOA beats existing comparison algorithms on the majority of the test functions. |
| first_indexed | 2024-03-13T06:47:49Z |
| format | Article |
| id | doaj.art-d9fa8f6aeec84111850670dbfb118203 |
| institution | Directory Open Access Journal |
| issn | 2666-7649 |
| language | English |
| last_indexed | 2024-03-13T06:47:49Z |
| publishDate | 2022-12-01 |
| publisher | KeAi Communications Co. Ltd. |
| record_format | Article |
| series | Data Science and Management |
| spelling | doaj.art-d9fa8f6aeec84111850670dbfb1182032023-06-08T04:19:56ZengKeAi Communications Co. Ltd.Data Science and Management2666-76492022-12-0154163174Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problemsLu Peng0Chaohao Sun1Wenli Wu2School of Management, Wuhan University of Technology, Wuhan, 430070, China; Research Institute of Digital Governance and Management Decision Innovation, Wuhan University of Technology, Wuhan, 430070, ChinaChina Huarong Financial Leasing Co., Ltd., Hangzhou, 310016, ChinaSchool of Management, Huazhong University of Science and Technology, Wuhan, 430074, China; Corresponding author.This paper proposes an enhanced arithmetic optimization algorithm (AOA) called PSAOA that incorporates the proposed probabilistic search strategy to increase the searching quality of the original AOA. Furthermore, an adjustable parameter is also developed to balance the exploration and exploitation operations. In addition, a jump mechanism is included in the PSAOA to assist individuals in jumping out of local optima. Using 29 classical benchmark functions, the proposed PSAOA is extensively tested. Compared to the AOA and other well-known methods, the experiments demonstrated that the proposed PSAOA beats existing comparison algorithms on the majority of the test functions.http://www.sciencedirect.com/science/article/pii/S2666764922000315Arithmetic optimization algorithmProbabilistic search strategyJump mechanism |
| spellingShingle | Lu Peng Chaohao Sun Wenli Wu Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems Data Science and Management Arithmetic optimization algorithm Probabilistic search strategy Jump mechanism |
| title | Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| title_full | Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| title_fullStr | Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| title_full_unstemmed | Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| title_short | Effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| title_sort | effective arithmetic optimization algorithm with probabilistic search strategy for function optimization problems |
| topic | Arithmetic optimization algorithm Probabilistic search strategy Jump mechanism |
| url | http://www.sciencedirect.com/science/article/pii/S2666764922000315 |
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