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Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 39, 2022 No. 2
361-366

Flower pollination algorithm based on hybrid strategy

Li Kewen
Liang Yongqi
Li Shaohui
College of Computer Science & Technology, China University of Petroleum, Qingdao Shandong 266580, China
DOI: 10.19734/j.issn.1001-3695.2021.08.0311

Abstract

Aiming at the problems of low search accuracy and slow convergence speed of traditional flower pollination algorithm(FPA) in solving complex problems, this paper proposed an improved flower pollination algorithm based on hybrid stra-tegy(HSFPA). It adopted an adaptive transition probability strategy to improve the transition probability and dynamically ba-lance the relationship between global pollination and local pollination. In the stage of global pollination, it proposed a dynamic global search strategy, which could not only accelerate the convergence speed of the algorithm, but also increase the diversity of pollen population and prevented pollen from falling into local optimization. The local search enhancement strategy enabled pollen to fully develop the search space around the current high-quality pollen and improved the convergence accuracy. Pollen cross-border correction strategy further strengthened the exploration ability of the algorithm. Through the simulation test of 10 benchmark functions, the experimental results show that the HSFPA algorithm has better effect in search speed and optimization accuracy.

Foundation Support

国家自然科学基金重大项目(51991365)
山东省自然科学基金项目(ZR2021MF082)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.08.0311
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 2
Section: Algorithm Research & Explore
Pages: 361-366
Serial Number: 1001-3695(2022)02-006-0361-06

Publish History

[2021-11-13] Accepted Paper
[2022-02-05] Printed Article

Cite This Article

李克文, 梁永琪, 李绍辉. 基于混合策略改进的花朵授粉算法 [J]. 计算机应用研究, 2022, 39 (2): 361-366. (Li Kewen, Liang Yongqi, Li Shaohui. Flower pollination algorithm based on hybrid strategy [J]. Application Research of Computers, 2022, 39 (2): 361-366. )

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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