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
Source PublicationIEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2022
Volume9Issue:7Pages:1284-1294
AbstractSwarm 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.
KeywordBat algorithm (BA) genetic algorithm (GA) hybrid algorithm learning mechanism meta-heuristic optimization algorithms
DOI10.1109/JAS.2022.105695
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/48904
Collection学术期刊_IEEE/CAA Journal of Automatica Sinica
Recommended Citation
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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