Self-adaptive Bat Algorithm With Genetic Operations

doi:10.1109/JAS.2022.105695

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Self-adaptive Bat Algorithm With Genetic Operations
	Jing Bi; Haitao Yuan; Jiahui Zhai; MengChu Zhou; H. Vincent Poor
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:7 页码:1284-1294
摘要	Swarm intelligence in a bat algorithm (BA) provides social learning. Genetic operations for reproducing individuals in a genetic algorithm (GA) offer global search ability in solving complex optimization problems. Their integration provides an opportunity for improved search performance. However, existing studies adopt only one genetic operation of GA, or design hybrid algorithms that divide the overall population into multiple subpopulations that evolve in parallel with limited interactions only. Differing from them, this work proposes an improved self-adaptive bat algorithm with genetic operations (SBAGO) where GA and BA are combined in a highly integrated way. Specifically, SBAGO performs their genetic operations of GA on previous search information of BA solutions to produce new exemplars that are of high-diversity and high-quality. Guided by these exemplars, SBAGO improves both BA’s efficiency and global search capability. We evaluate this approach by using 29 widely-adopted problems from four test suites. SBAGO is also evaluated by a real-life optimization problem in mobile edge computing systems. Experimental results show that SBAGO outperforms its widely-used and recently proposed peers in terms of effectiveness, search accuracy, local optima avoidance, and robustness.
关键词	Bat algorithm (BA) genetic algorithm (GA) hybrid algorithm learning mechanism meta-heuristic optimization algorithms
DOI	10.1109/JAS.2022.105695
引用统计	被引频次：25[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/48904
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Jing Bi,Haitao Yuan,Jiahui Zhai,et al. Self-adaptive Bat Algorithm With Genetic Operations[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(7):1284-1294.
APA	Jing Bi,Haitao Yuan,Jiahui Zhai,MengChu Zhou,&H. Vincent Poor.(2022).Self-adaptive Bat Algorithm With Genetic Operations.IEEE/CAA Journal of Automatica Sinica,9(7),1284-1294.
MLA	Jing Bi,et al."Self-adaptive Bat Algorithm With Genetic Operations".IEEE/CAA Journal of Automatica Sinica 9.7(2022):1284-1294.

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