Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 38, 2021 No. 7
2013-2017

Fuch chaotic grasshopper algorithm based on pigeon swarm algorithm

Yin Dexin
Zhang Damin
Cai Pengchen
Qin Weina
College of Big Data & Information Engineering, Guizhou University, Guiyang 550025, China
DOI: 10.19734/j.issn.1001-3695.2020.10.0359

Abstract

Aiming at the defects that the GOA is easy to fall into the local optimal solution and the convergence speed is slow, this paper proposed a Fuch chaotic grasshopper algorithm based on pigeon swarm algorithm(PFGOA). Firstly, this paper introduced the Fuch chaotic map to generate initialized population. And then it embedded the sine-cosine operator into the updating formula of the position. At the same time, it introduced pigeon search operator to the optimization process, and through changing the inertia weight c to improve and balance the ability of exploration and development of the algorithm. Finally, it introduced the nonlinear inertia weight to the optimal individual to increase the global search ability of the algorithm, and jumped out of local optimization. Through the simulation test of 11 test functions and Wilcoxon rank sum test, the experimental simulation results show that the PFGOA has better performance, higher precision and better significance.

Foundation Support

贵州省科学技术基金资助项目(黔科合基础［2020］1Y254)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.10.0359
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 7
Section: Algorithm Research & Explore
Pages: 2013-2017
Serial Number: 1001-3695(2021)07-018-2013-05

Publish History

[2021-07-05] Printed Article

Cite This Article

尹德鑫, 张达敏, 蔡朋宸, 等. 基于鸽群算法的Fuch混沌蝗虫算法 [J]. 计算机应用研究, 2021, 38 (7): 2013-2017. (Yin Dexin, Zhang Damin, Cai Pengchen, et al. Fuch chaotic grasshopper algorithm based on pigeon swarm algorithm [J]. Application Research of Computers, 2021, 38 (7): 2013-2017. )

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  • Application Research of Computers Monthly Journal
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Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

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