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However, as optimization problems become increasingly complex and diverse, stand-alone algorithms encounter inherent limitations that diminish their effectiveness. The red-billed blue magpie optimizer (RBMO), a relatively new swarm intelligence algorithm, has demonstrated significant potential, while its performance remains limited by restricted global exploration capability a tendency to converge prematurely to local optima. Combining the strengths of multiple algorithms enables the creation of more effective hybrid optimization methods. Building on this idea, this study introduces an attraction\u2013repulsion enhanced red-billed blue magpie optimizer (AR-RBMO). The algorithm incorporates an attraction\u2013repulsion mechanism to improve global search, a best-solution attraction strategy to direct the population towards high-quality regions, an escape strategy to avoid local optima, and a dynamic exploration\u2013exploitation balance strategy based on optimal solution feedback. Systematic experiments on the CEC2017 benchmark suite, covering 30-, 50-, and 100-dimensional functions, evaluate AR-RBMO against 18 representative metaheuristic algorithms. Results from the Friedman test indicate average rankings of 2.133, 1.75, and 1.4667, respectively, confirming AR-RBMO\u2019s overall superiority. The Wilcoxon rank test further validates that these performance improvements are statistically significant. Evaluation on six classical engineering optimization problems yields high-quality solutions, demonstrating robust global search capabilities, high convergence accuracy, and consistent solution stability.<\/jats:p>","DOI":"10.1093\/jcde\/qwaf112","type":"journal-article","created":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T11:31:04Z","timestamp":1761046264000},"page":"34-69","source":"Crossref","is-referenced-by-count":0,"title":["AR-RBMO: An enhanced red-billed blue magpie optimizer with attraction-repulsion and dynamic balancing strategies for global optimization"],"prefix":"10.1093","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6489-6131","authenticated-orcid":false,"given":"Lijun","family":"Sun","sequence":"first","affiliation":[{"name":"Zhengzhou Key Laboratory of Machine Perception and Intelligent System, Henan University of Technology , Zhengzhou 450001 ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-4321-5137","authenticated-orcid":false,"given":"Mingyang","family":"Gu","sequence":"additional","affiliation":[{"name":"College of Information Science and Engineering, Henan University of Technology , Zhengzhou 450001 ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-2705-8359","authenticated-orcid":false,"given":"Tianfei","family":"Chen","sequence":"additional","affiliation":[{"name":"Henan Province Engineering Technology Research Center of Machine Perception and Intelligent Equipment,Henan University of Technology , Zhengzhou 450001 ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoping","family":"Liu","sequence":"additional","affiliation":[{"name":"Henan Province Engineering Technology Research Center of Machine Perception and Intelligent Equipment,Henan University of Technology , Zhengzhou 450001 ,","place":["China"]},{"name":"Faculty of Engineering, Lakehead University , Thunder Bay ON P7B 5E1 ,","place":["Canada"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huanqi","family":"Zheng","sequence":"additional","affiliation":[{"name":"Shandong Institute for Product Quality Inspection , Jinan 250102 ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongwu","family":"Chen","sequence":"additional","affiliation":[{"name":"Central Research Institute of R&D Center, Zhejiang Dahua Technology Co., Ltd , Hangzhou 310053 ,","place":["China"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2025,10,22]]},"reference":[{"key":"2025112704064626000_bib1","doi-asserted-by":"publisher","first-page":"5235","DOI":"10.1007\/s10586-023-04221-5","article-title":"Puma optimizer (po): a novel metaheuristic optimization algorithm and its application in machine 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