A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization

doi:10.3390/math7020135

	A Novel Bat Algorithm with Multiple Strategies Coupling for Numerical Optimization
	Wang, Yechuang 1; Wang, Penghong 1; Zhang, Jiangjiang 1; Cui, Zhihua 1; Cai, Xingjuan 1; Zhang, Wensheng2 ; Chen, Jinjun 3
Source Publication	MATHEMATICS
ISSN	2227-7390
	2019-02-01
Volume	7 Issue:2 Pages:17
Corresponding Author	Cui, Zhihua(zhihua.cui@hotmail.com)
Abstract	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.
Keyword	bat algorithm (BA) bat algorithm with multiple strategy coupling (mixBA) CEC2013 benchmarks Wilcoxon test Friedman test
DOI	10.3390/math7020135
WOS Keyword	INSPIRED ALGORITHM ; FIREFLY ALGORITHM
Indexed By	SCI
Language	英语
Funding Project	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] ; 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]
Funding Organization	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
WOS Research Area	Mathematics
WOS Subject	Mathematics
WOS ID	WOS:000460802500025
Publisher	MDPI
Citation statistics	Cited Times:90[WOS] [WOS Record] [Related Records in WOS]
Document Type	期刊论文
Identifier	http://ir.ia.ac.cn/handle/173211/24973
Collection	精密感知与控制研究中心_人工智能与机器学习
Corresponding Author	Cui, Zhihua
Affiliation	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
Recommended Citation 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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