Algorithm Research & Explore
|
811-817,841

Service load scheduling algorithm based on serverless edge computing

Gao Ming
Chen Guoyang
School of Information & Electronic Engineering, Zhejiang Gongshang University, Hangzhou 310018, China

Abstract

With the continuous development of edge computing, there are gradually related problems in resource management and configuration. As a new way, serverless computing can effectively solve the related problems of edge computing. However, serverless computing does not have the ability to efficiently process requests in distributed edge scenarios. To solve this problem, this paper proposed a service load scheduling algorithm(SLSA) based on serverless edge computing. The core of SLSA was to fully consider the dynamic changes of node status, load scheduler placement and other influencing factors through implicit modeling to optimize the overall delay, and then used the improved smooth weighted round robin(SWRR) scheduling algorithm for service scheduling. The simulation results show that SLSA has a significant reduction in resource consumption, and has good performance in both single-city scenarios and multi-city scenarios. In the single-city scenario, SLSA is 43.01% higher than the RRC algorithm. It improves 53.81% in multi-city scenarios. Experimental results show that SLSA can effectively reduce the resource consumption rate and improve the performance.

Foundation Support

国家自然科学基金资助项目(61871468)
浙江省基础公益研究计划资助项目(LGG20F010015)
浙江省新型网络标准与应用技术重点实验室基金资助项目(2013E10012)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2023.07.0295
Publish at: Application Research of Computers Printed Article, Vol. 41, 2024 No. 3
Section: Algorithm Research & Explore
Pages: 811-817,841
Serial Number: 1001-3695(2024)03-024-0811-07

Publish History

[2023-09-07] Accepted Paper
[2024-03-05] Printed Article

Cite This Article

高明, 陈国扬. 基于无服务器边缘计算下的服务负载调度算法 [J]. 计算机应用研究, 2024, 41 (3): 811-817,841. (Gao Ming, Chen Guoyang. Service load scheduling algorithm based on serverless edge computing [J]. Application Research of Computers, 2024, 41 (3): 811-817,841. )

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.


Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)