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Efficient computation offloading for Internet of Vehicles in edge computing-assisted 5G networks

机译:高效计算卸载Edge Computing辅助5G网络中车辆互联网

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摘要

The Internet of Vehicles (IoV) is employed to gather real-time traffic information for drivers, and base stations in 5G systems are used to assist in traffic data transmission. For rapid implementation, the applications in vehicles are available to be offloaded to edge nodes (ENs) which are enhanced from micro base stations. Despite the benefits of IoV and ENs, the explosive growth of offloaded vehicle applications exceeds the capacity of ENs, causing the overload of fractional ENs. Therefore, it is necessary to offload the computing applications in overloaded ENs to other idle ENs, while it is a challenge to select appropriate offloading destination ENs. In this paper, we first consider edge computing framework for computation offloading in IoV under the architecture of 5G networks. We then formulate a multi-objective optimization problem to select suitable destination ENs, which aims to minimize the vehicle application offloading delay and offloading cost as well as realizing the load balance of ENs. Moreover, a computation offloading method for IoV, named COV, is designed to solve the multi-objective optimization problem. Finally, various simulation analyses demonstrate the effectiveness and efficiency of COV.
机译:车辆(IOV)互联网用于收集驱动程序的实时交通信息,5G系统中的基站用于帮助交通数据传输。为了快速实现,车辆中的应用可用于从微基站增强的边缘节点(ENS)卸载。尽管IOV和ENS的好处,卸载车辆应用的爆炸性增长超出了ENS的容量,从而导致分数的过载。因此,有必要将重载的计算应用程序卸载到其他空闲INEN中,而选择适当的卸载目标EN是挑战。在本文中,首先考虑在5G网络的体系结构下考虑IOV中的计算卸载的边缘计算框架。然后,我们制定了多目标优化问题,以选择合适的目的地ENS,这旨在最大限度地减少车辆应用卸载延迟和卸载成本,并实现ENA的负载平衡。此外,设计了名为COV的IOV的计算卸载方法,旨在解决多目标优化问题。最后,各种仿真分析证明了COV的有效性和效率。

著录项

  • 来源
    《Journal of supercomputing》 |2020年第4期|2518-2547|共30页
  • 作者单位

    Zhongnan Univ Econ & Law Sch Informat & Safety Engn Wuhan Hubei Peoples R China;

    Nanjing Univ Informat Sci & Technol Sch Comp & Software Nanjing Peoples R China;

    Nanjing Univ Informat Sci & Technol Sch Comp & Software Nanjing Peoples R China;

    Hangzhou Dianzi Univ Sch Comp Hangzhou 310018 Peoples R China|Minist Educ Key Lab Complex Syst Modeling & Simulat Hangzhou 310018 Peoples R China;

    Nanjing Univ Informat Sci & Technol Sch Comp & Software Nanjing Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    IoV; 5G networks; Edge computing; Computation offloading; Delay; Offloading cost; Load balance;

    机译:IOV;5G网络;边缘计算;计算卸载;延迟;卸载成本;负载平衡;

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