Algorithm Research & Explore
|
2018-2024

YYPO-SA: novel hybrid single-object optimization algorithm based on Yin-Yang-pair optimization and simulated annealing

Li Dahai
Liu Qingteng
Ai Zhigang
School of Information Engineering, Jiangxi University of Science & Technology, Ganzhou Jiangxi 341000, China

Abstract

Aiming at solving the premature convergence of YYPO algorithm, this paper introduced SA strategy into the switch phase between P1 and P2 in YYPO, and proposed a novel hybrid single-object optimization algorithms YYPO-SA(including YYPO-SA1 and YYPO-SA2). YYPO-SA inherited the lightweight characteristics of YYPO, and combined the YYPO's excellent global search ability with the powerful local search performance of SA. It used the proposed 28 test functions in the single objective practical parameter algorithm competition in 2013 Evolutionary Computing Conference as the benchmark. It empirically studied the performance of YYPO-SA2, YYPO, A-YYPO, IYYPO, and 3 state of the art algorithms——GWO, WOA, and SCA based on experimental results. The experimental results show that YYPO-SA can perform more stable and achieve more accurate solutions. At the end, this paper also applied YYPO-SA to solve the spring design task. The experimental results show that YYPO-SA can also solve the constrained optimization task well.

Foundation Support

国家自然科学基金资助项目(61563019)
校级资助项目(205200100013)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2020.10.0364
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 7
Section: Algorithm Research & Explore
Pages: 2018-2024
Serial Number: 1001-3695(2021)07-019-2018-07

Publish History

[2021-07-05] Printed Article

Cite This Article

李大海, 刘庆腾, 艾志刚. YYPO-SA:一种新的基于YYPO和SA的混合单目标随机优化算法 [J]. 计算机应用研究, 2021, 38 (7): 2018-2024. (Li Dahai, Liu Qingteng, Ai Zhigang. YYPO-SA: novel hybrid single-object optimization algorithm based on Yin-Yang-pair optimization and simulated annealing [J]. Application Research of Computers, 2021, 38 (7): 2018-2024. )

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.

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