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Towards intelligent virtual resource allocation in UAVs-assisted 5G networks

机译:在无人机辅助5G网络中致密虚拟资源分配

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摘要

With the aim of providing novel services and applications having high data rate and low latency, the 5G networks are designed. Thus, it is essential to manage and schedule the physical resources efficiently in 5G era. Virtualization technologies are seen as the most potential enabling approaches towards 5G networks. The known key issue is the virtual resource allocation, called as virtual network embedding (VNE). However, previous researchers simply focus on allocating resources in an inflexible way. As unmanned aerial vehicles (UAVs) communication plays an important role in 5G, we need to add UAVs into the 5G networks in order to expand the coverage and agility of services. In this paper, we investigate the issue of intelligent virtual resource allocation in UAVs-assisted 5G networks. Especially, we propose one intelligent virtual resource allocation algorithm, labeled as Intell-UAV-5G. When receiving one network service, our Intell-UAV-5G implements the network service in an intelligent manner. Though virtualized UAV moves, our Intell-UAV-5G is able to predict all possible connecting access nodes and continue the network service intelligently. Meanwhile, our Intell-UAV-5G can minimize the time of service interruption. Thus guaranteeing the service quality. We also conduct the experiment to highlight the Intell-UAV-5G efficiency. The mostly-similar algorithms are derived for performance comparison. Performance metrics are carefully recorded and discussed.
机译:目的是提供具有高数据速率和低延迟具有高数据速率和低延迟的应用程序的目的,设计了5G网络。因此,必须在5G时代管理和安排物理资源。虚拟化技术被视为最潜在的实现5G网络的方法。已知的关键问题是虚拟资源分配,称为虚拟网络嵌入(VNE)。然而,以前的研究人员只是以不灵活的方式专注于分配资源。由于无人驾驶航空公司(无人机)通信在5G中发挥着重要作用,我们需要将无人机添加到5G网络中,以扩大服务的覆盖范围和敏捷性。在本文中,我们调查了无人机辅助5G网络中智能虚拟资源分配问题。特别是,我们提出了一个智能虚拟资源分配算法,标记为Intell-UAV-5G。当接收一个网络服务时,我们的Intell-UAV-5G以智能方式实现网络服务。虽然虚拟化无人机移动,但我们的Intell-UAV-5G能够预测所有可能的连接访问节点并智能地继续网络服务。同时,我们的Intell-UAV-5G可以最大限度地减少服务中断的时间。从而保证服务质量。我们还开展实验以突出智能效率。导出主要相似的算法以用于性能比较。仔细记录和讨论性能指标。

著录项

  • 来源
    《Computer networks》 |2021年第11期|107660.1-107660.11|共11页
  • 作者单位

    Nanjing Univ Posts & Telecommun Jiangsu Key Lab Wireless Commun Nanjing 210003 Peoples R China|Hong Kong Polytech Univ Dept Comp Hong Kong Peoples R China;

    China Mobile Grp Jiangsu Co Ltd Dept Key Accounts Nanjing 210029 Peoples R China;

    Nanjing Univ Posts & Telecommun Jiangsu Key Lab Wireless Commun Nanjing 210003 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    5G networks; UAV; Intelligent virtual resource allocation; Virtual network embedding;

    机译:5G网络;无人机;智能虚拟资源分配;虚拟网络嵌入;

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