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Algorithm Research & Explore
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2063-2067,2075

Edge computing switching strategy integrated fusion of fuzzy logic and Markov decision process

Zhong Shengde1a,1b
Tang Yuxing1a,1b
Guo Wenhao1a,1b
Hu Yongle2
Qin Tuanfa1a,1b
1. a. School of Computer & Electronic Information, b. Guangxi Key Laboratory of Multimedia Communications & Network Technology, Guangxi University, Nanning 530004, China
2. Runjian Co. , Ltd. , Nanning 530007, China

Abstract

In edge computing switching strategy, aiming at the problems of high transmission delay and poor environmental adaptability of Markov decision process(MDP), this paper proposed an edge computing switching strategy integrating fuzzy logic and Markov decision process. The method used fuzzy logic algorithm to fuzzify the system parameters, and introduced the fuzzy value into the fitness function to ensure the effective fusion of system parameters. The differential evolution algorithm solved the maximum problem of fitness function, which could select the optimal rules of the environment and improve the adaptability of edge computing to the environment. The algorithm introduced the fitness function into MDP, which improved the comprehensive performance of the system. The scheme took the mobile intelligent device as the initiator of task unloading and the edge server as the object of task unloading. This paper simulated the one-dimensional MDP switching strategy, one-dimensional delay only MDP switching strategy, two-dimensional MDP switching strategy, fuzzy logic MDP switching strategy, minimum distance switching algorithm and minimum delay switching algorithm. The simulation results show that the average task execution time of the edge computing switching strategy of fuzzy logic MDP is 608.8 s, which are 27.2%, 8.6%, 37.1%, 41% and 22.3% lower than one-dimensional MDP switching strategy, one-dimensional delay only MDP switching strategy, two-dimensional MDP switching strategy, minimum distance switching algorithm and minimum delay switching algorithm respectively. This scheme not only improves the environmental adaptability of the edge computing switching strategy based on MDP, but also greatly reduces the transmission delay of edge computing.

Foundation Support

国家自然科学基金资助项目(61761007)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2021.12.0669
Publish at: Application Research of Computers Printed Article, Vol. 39, 2022 No. 7
Section: Algorithm Research & Explore
Pages: 2063-2067,2075
Serial Number: 1001-3695(2022)07-022-2063-05

Publish History

[2022-02-24] Accepted Paper
[2022-07-05] Printed Article

Cite This Article

钟盛德, 唐煜星, 郭文豪, 等. 融合模糊逻辑与马尔可夫决策过程的边缘计算切换策略 [J]. 计算机应用研究, 2022, 39 (7): 2063-2067,2075. (Zhong Shengde, Tang Yuxing, Guo Wenhao, et al. Edge computing switching strategy integrated fusion of fuzzy logic and Markov decision process [J]. Application Research of Computers, 2022, 39 (7): 2063-2067,2075. )

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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