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App. Res. of Comp. Accepted Paper
Vol. 42, 2025 No. 5

Neighborhood variant chimp multipeak optimization algorithm and its application

Qi Mingjun1
Wang Zhbao2
1. Dept. of Publi cbase education, Hebi Polytechnic, HenanHebi 458030 China
2. School of computer&information technology, Northeast Petroleum University, Heilongjiang Daqing 163318, China
DOI: 10.19734/j.issn.1001-3695.2024.10.0419

Abstract

In order to solve multipeak optimization problem, it requires as many global optimal solutions as possible and high precision, the algorithm is required to coordinate the diversity and convergence of the population and also have strong global search capability. Therefore, this paper proposes neighborhood variant chimp multipeak optimization algorithm. It includes three innovative points, multivariant neighborhood oriented guidance mechanism can increase population diversity by random variation and the best position variation can gradually locate the global optimal solution within different subgroups, thus avoiding individuals falling into local optima; global forward vector perturbation mechanism utilizes the storage of more potential evolutionary directions for the current individuals during the evolution process, and generates new offspring in directions, enables the population to gradually converge towards the global optimal solution , improves its solution accuracy. ; mechanism of paraters dynamic adjustment effectively reduces the sensitivity of the algorithm to parameters. Finally, typical test functions are used for validation. Simulation result shows algorithm performs well in various test functions. The conclusion is this algorithm can effectively handle complex multipeak optimization problems.

Foundation Support

基金项目:国家自然科学基金资助项目(50138110)
河南省重点研发与推广专项科技攻关项目(242102210054)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2024.10.0419
Publish at: Application Research of Computers Accepted Paper, Vol. 42, 2025 No. 5

Publish History

[2025-03-06] Accepted Paper

Cite This Article

齐名军, 王志宝. 邻域变异的黑猩猩多峰优化算法 [J]. 计算机应用研究, 2025, 42 (5). (2025-03-06). https://doi.org/10.19734/j.issn.1001-3695.2024.10.0419. (Qi Mingjun, Wang Zhbao. Neighborhood variant chimp multipeak optimization algorithm and its application [J]. Application Research of Computers, 2025, 42 (5). (2025-03-06). https://doi.org/10.19734/j.issn.1001-3695.2024.10.0419. )

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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