Task Offloading Based on Vehicular Edge Computing for Autonomous Platooning  

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作  者:Sanghyuck Nam Suhwan Kwak Jaehwan Lee Sangoh Park 

机构地区:[1]School of Computer Science and Engineering,Chung-Ang University,Dongjak-gu,Seoul,06974,Korea [2]Department of Computer Science and Engineering,Kongju National University,Cheonan,31080,Korea

出  处:《Computer Systems Science & Engineering》2023年第7期659-670,共12页计算机系统科学与工程(英文)

基  金:This work was supported in part by the Chung-Ang University Research Scholarship Grants in 2021,and in part by R&D Program for Forest Science Technology(Project No.“2021338B10-2223-CD02)provided by Korea Forest Service(Korea Forestry Promotion Institute).

摘  要:Autonomous platooning technology is regarded as one of the promising technologies for the future and the research is conducted actively.The autonomous platooning task generally requires highly complex computations so it is difficult to process only with the vehicle’s processing units.To solve this problem,there are many studies on task offloading technique which transfers complex tasks to their neighboring vehicles or computation nodes.However,the existing task offloading techniques which mainly use learning-based algorithms are difficult to respond to the real-time changing road environment due to their complexity.They are also challenging to process computation tasks within 100 ms which is the time limit for driving safety.In this paper,we propose a novel offloading scheme that can support autonomous platooning tasks being processed within the limit and ensure driving safety.The proposed scheme can handle computation tasks by considering the communication bandwidth,delay,and amount of computation.We also conduct simulations in the highway environment to evaluate the existing scheme and the proposed scheme.The result shows that our proposed scheme improves the utilization of nearby computing nodes,and the offloading tasks can be processed within the time for driving safety.

关 键 词:Task offloading vehicular edge computing vehicular ad-hoc network dedicated short-range communication autonomous platooning 

分 类 号:TP31[自动化与计算机技术—计算机软件与理论]

 

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