System Development & Application
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1480-1488

VECSim: improved iFogSim2 modeling and simulation simulator for vehicular edge computing

Liu Ziyuan
Hu Yongqing
Yang Han
Qin Guangjun
Dai Qinglong
Smart City College, Beijing Union University, Beijing 100101, China

Abstract

Currently, researchers are focusing on efficient applications and resource scheduling strategies in vehicular edge computing(VEC) environments, however, the real-world validation of these applications and strategies is often limited by cost and time and cannot be performed quickly and efficiently. The emergence of edge/fog computing simulators such as iFogSim2 reduces the cost of experiments. However, the connection switching and resource allocation requirements of high-speed moving vehicles pose challenges to the application of edge/fog computing simulators under VEC. Therefore, this paper improved iFogSim2 by designing VECSim, a VEC environment simulator that supported high-speed mobility. It integrated open-source base station data and constructed vehicle trajectory datasets so that researchers can focus on resource allocation strategies. Firstly, to simplify the experimental steps, this paper improved the mobile trajectory data parsing module and adapted the vehicle trajectory data generated by Simulation of Urban Mobility(SUMO), a microscopic transportation simulation software. Secondly, this paper modeled distributed applications under VEC based on the distributed data flow model and provided a service migration benchmark policy algorithm. In addition, VECSim introduced a time-performance optimization method to accelerate the simulation event processing by parallelizing the operation, which improved the time performance of the simulation tool. Experiments show that compared with similar service migration algorithms in iFogSim2, the proposed service migration algorithm exhibits good stability under the validation of large-scale motor vehicle trajectory dataset, and the time-performance optimization method achieves a 5.3% performance improvement in execution time. Code is available: https: //github. com/LiuZiyuan-CS/VECSim.

Foundation Support

北京市教育委员会2021年科技计划一般项目(KM202111417010)
中国计算机学会(CCF)信息系统开放课题(CCFIS2019-01-01)
北京联合大学科研资助项目(ZKZD202301)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2023.09.0429
Publish at: Application Research of Computers Printed Article, Vol. 41, 2024 No. 5
Section: System Development & Application
Pages: 1480-1488
Serial Number: 1001-3695(2024)05-028-1480-09

Publish History

[2023-12-08] Accepted Paper
[2024-05-05] Printed Article

Cite This Article

刘子源, 胡永庆, 杨含, 等. VECSim:改进iFogSim2的面向车载边缘计算的建模与仿真模拟器 [J]. 计算机应用研究, 2024, 41 (5): 1480-1488. (Liu Ziyuan, Hu Yongqing, Yang Han, et al. VECSim: improved iFogSim2 modeling and simulation simulator for vehicular edge computing [J]. Application Research of Computers, 2024, 41 (5): 1480-1488. )

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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