Technology of Network & Communication
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App. Res. of Comp. Printed Article
Vol. 40, 2023 No. 12
3747-3753,3759

Research on function placement based on DQN and user intention in serverless environment

Xu Donghong1,2
Hua Xu1,2
1. School of Computer Science & Technology, China University of Mining & Technology, Xuzhou Jiangsu 221116, China
2. Mine Digitization Engineering Research Center of Ministry of Education, Xuzhou Jiangsu 221116, China
DOI: 10.19734/j.issn.1001-3695.2023.03.0143

Abstract

With the rapid development of serverless computing technology, serverless computing has attracted more and more users' attention with its pay-as-you-go, automatic extension and other features. Researchers are exploring serverless architectures for increasingly sophisticated edge computing systems. However, how to effectively place serverless functions in distributed serverless systems and provide users with high-quality services is still an urgent problem in this field. This paper applied user intent-based DQN serverless function placement algorithm to solve the function placement problem in distributed serverless systems. The algorithm took user intention as the learning objective and used DQN algorithm to optimize function placement. Simulation experiments show that, the user intent-based DQN serverless function placement algorithm achieves significant reduction in computing delay and placement cost. Compared with traditional methods, this algorithm can effectively meet the different needs of users and achieve better function placement effect, and has higher adaptability and performance advantages in distributed serverless systems.

Foundation Support

国家自然科学基金资助项目(61702405)
OPPO研究资金资助项目(H7D220060)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2023.03.0143
Publish at: Application Research of Computers Printed Article, Vol. 40, 2023 No. 12
Section: Technology of Network & Communication
Pages: 3747-3753,3759
Serial Number: 1001-3695(2023)12-035-3747-07

Publish History

[2023-06-15] Accepted Paper
[2023-12-05] Printed Article

Cite This Article

徐东红, 花旭. 无服务器环境下基于DQN和用户意图的函数放置研究 [J]. 计算机应用研究, 2023, 40 (12): 3747-3753,3759. (Xu Donghong, Hua Xu. Research on function placement based on DQN and user intention in serverless environment [J]. Application Research of Computers, 2023, 40 (12): 3747-3753,3759. )

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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