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Technology of Network & Communication
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App. Res. of Comp. Printed Article
Vol. 41, 2024 No. 5
1527-1531

Computing first edge server deployment algorithm for computing first network

Zhang Gang
Hu Peng
School of Information & Artificial Intelligence, Nanchang Institute of Science & Technology, Nanchang 330108, China
DOI: 10.19734/j.issn.1001-3695.2023.08.0391

Abstract

The problem of computing first edge server deployment is a fundamental problem in computing first network. In the actual scenario, the computing first edge server is close to computing power resources and provides access services for them to join the computing first network. However, the structure of computing resources is often determined by the actual demand, and changes with the change of demand. Under the constraint of computing first edge server resources, how to reasonably deploy computing first edge servers to ensure the effective construction of computing networks has become a hot topic of concern for all sectors. Firstly, this paper analyzed the deployment problem of computing first edge servers and transformed it into a multiobjective optimization problem with constraints. It proposed an improved genetic algorithm to address this issue. The advantages of this algorithm were as follows. It found non repetitive feasible solutions as the initial population provided more room for selection operations. When selecting, it adopted an individual balanced selection strategy to ensure the diversity and decentra-lization of the iterative population. When crossing and mutating, it adopted different types of random two point crossing and rotating random single point mutation strategies, thereby ensuring the diversity and diversity of the newborn population. The experiments is verified by resources deviation rate, load error rate, convergence rate. And expectation solution error rate shows that the algorithm is very effective and reasonable.

Foundation Support

江西省教育厅科技研究项目(GJJ212510)
国家自然科学基金资助项目(61572325)
南昌工学院人才引进项目(NGRCZX-21-07)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2023.08.0391
Publish at: Application Research of Computers Printed Article, Vol. 41, 2024 No. 5
Section: Technology of Network & Communication
Pages: 1527-1531
Serial Number: 1001-3695(2024)05-035-1527-05

Publish History

[2023-11-01] Accepted Paper
[2024-05-05] Printed Article

Cite This Article

章刚, 胡鹏. 算力网络下的算力边缘服务器部署算法 [J]. 计算机应用研究, 2024, 41 (5): 1527-1531. (Zhang Gang, Hu Peng. Computing first edge server deployment algorithm for computing first network [J]. Application Research of Computers, 2024, 41 (5): 1527-1531. )

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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