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A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization

文献类型：期刊论文

作者Wang, Yechuang1; Wang, Penghong1; Zhang, Jiangjiang1; Cui, Zhihua1; Cai, Xingjuan1; Zhang, Wensheng2; Chen, Jinjun3
刊名MATHEMATICS
出版日期2019-02-01
卷号7期号:2页码:17
关键词bat algorithm (BA) bat algorithm with multiple strategy coupling (mixBA) CEC2013 benchmarks Wilcoxon test Friedman test
ISSN号2227-7390
DOI10.3390/math7020135
通讯作者Cui, Zhihua(zhihua.cui@hotmail.com)
英文摘要A bat algorithm (BA) is a heuristic algorithm that operates by imitating the echolocation behavior of bats to perform global optimization. The BA is widely used in various optimization problems because of its excellent performance. In the bat algorithm, the global search capability is determined by the parameter loudness and frequency. However, experiments show that each operator in the algorithm can only improve the performance of the algorithm at a certain time. In this paper, a novel bat algorithm with multiple strategies coupling (mixBA) is proposed to solve this problem. To prove the effectiveness of the algorithm, we compared it with CEC2013 benchmarks test suits. Furthermore, the Wilcoxon and Friedman tests were conducted to distinguish the differences between it and other algorithms. The results prove that the proposed algorithm is significantly superior to others on the majority of benchmark functions.
WOS关键词INSPIRED ALGORITHM ; FIREFLY ALGORITHM
资助项目National Natural Science Foundation of China[61806138] ; National Natural Science Foundation of China[U1636220] ; National Natural Science Foundation of China[61663028] ; Natural Science Foundation of Shanxi Province[201801D121127] ; Scientific and Technological innovation Team of Shanxi Province[201805D131007] ; PhD Research Startup Foundation of Taiyuan University of Science and Technology[20182002] ; Zhejiang Provincial Natural Science Foundation of China[Y18F030036]
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000460802500025
出版者MDPI
资助机构National Natural Science Foundation of China ; Natural Science Foundation of Shanxi Province ; Scientific and Technological innovation Team of Shanxi Province ; PhD Research Startup Foundation of Taiyuan University of Science and Technology ; Zhejiang Provincial Natural Science Foundation of China
源URL[http://ir.ia.ac.cn/handle/173211/24972]  
专题精密感知与控制研究中心_人工智能与机器学习
通讯作者Cui, Zhihua
作者单位1.Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligent Lab, Taiyuan 030024, Shanxi, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Intelligent Control & Management Co, Beijing 100190, Peoples R China
3.Swinburne Univ Technol, Dept Comp Sci & Software Engn, Melbourne, Vic 3000, Australia
推荐引用方式
GB/T 7714		 Wang, Yechuang,Wang, Penghong,Zhang, Jiangjiang,et al. A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization[J]. MATHEMATICS,2019,7(2):17.
APA Wang, Yechuang.,Wang, Penghong.,Zhang, Jiangjiang.,Cui, Zhihua.,Cai, Xingjuan.,...&Chen, Jinjun.(2019).A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization.MATHEMATICS,7(2),17.
MLA Wang, Yechuang,et al."A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization".MATHEMATICS 7.2(2019):17.

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来源：自动化研究所

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