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Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 40, 2023 No. 5
1368-1374

Hunger games search algorithm based on equilibrium pooling and Lévy flight

Zhang Daming
Zhao Yanqing
Xu Jiaqing
Guangxi Key Laboratory of Embedded Technology & Intelligent System, College of Information Science & Engineering, Guilin University of Technology, Guilin Guangxi 541004, China
DOI: 10.19734/j.issn.1001-3695.2022.09.0541

Abstract

Aiming at the disadvantages of the HGS algorithm such as slow convergence and the tendency to fall into local optima, this paper presented a hunger games search algorithm based on equilibrium pooling and Lévy flight. It employed tent mapping to generate a more diverse initial population. Inspired by the equilibrium optimiser algorithm(EO), this paper proposed an update formulation based on the dynamic equilibrium pool convergence principle, whose dynamically tuned update strategy strengthened the global searching ability. To step out of the partial optimum furthermore, it performed a mutation operation based on Lévy flight on population for certain condition. Simulation experiments were carried out for 23 benchmark functions. The results show that compared with original HGS algorithm, ELHGS has higher accuracy and converges more rapidly, which is obvious for high-dimensional multi-peaked functions.

Foundation Support

国家自然科学基金资助项目(52178468,52268023)
广西自然科学基金联合资助培育项目(2019GXNSFAA245037)
广西青年创新人才科研专项资助项目(桂科AD19245012)
广西“嵌入式技术与智能系统”重点实验室开放基金资助项目(2019-02-08)
桂林理工大学博士启动基金资助项目(GUTQGJJ2019042,GUTQDJJ2019041)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2022.09.0541
Publish at: Application Research of Computers Printed Article, Vol. 40, 2023 No. 5
Section: Algorithm Research & Explore
Pages: 1368-1374
Serial Number: 1001-3695(2023)05-013-1368-07

Publish History

[2023-01-05] Accepted Paper
[2023-05-05] Printed Article

Cite This Article

张大明, 赵彦清, 徐嘉庆. 基于均衡池和莱维飞行的饥饿游戏搜索算法 [J]. 计算机应用研究, 2023, 40 (5): 1368-1374. (Zhang Daming, Zhao Yanqing, Xu Jiaqing. Hunger games search algorithm based on equilibrium pooling and Lévy flight [J]. Application Research of Computers, 2023, 40 (5): 1368-1374. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

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.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

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