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Millimeter-Wave Backhaul Traffic Minimization for CoMP Over 5G Cellular Networks

机译:适用于5G蜂窝网络的CoMP的毫米波回程流量最小化

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摘要

Coordinated multipoint joint transmission (JT) is a vital technique of the fifth-generation (5G) networks to increase throughput but causes a significant burden on network backhaul because the same user data must distribute to multiple base stations, called a JT cluster. Thus, many studies have explored how to reduce backhaul data traffic using caching user data at base stations. Millimeter wave (mmWave) mesh backhaul is a promising architecture for small cells to exchange cache data over 5G networks. However, this paper observes that inappropriate JT clusters and routing paths will result in unnecessary mmWave mesh backhaul bandwidth consumption such that the performance gain of the JT will be reduced. Therefore, in this paper, we study the JT clustering problem with the consideration of caches at base stations and mmWave mesh backhaul. The objective is to minimize total backhaul traffic while satisfying the data rate requirement of each user under limited radio resource units. We propose a two-stage algorithm based on dynamic programming approach to solve the problem. We prove that the dynamic programming algorithm can find an optimal solution for our subproblem. The simulation results provide several insights and show that compared with two baseline algorithms, our proposed algorithm can significantly reduce more backhaul bandwidth consumption.
机译:协作多点联合传输(JT)是第五代(5G)网络提高吞吐量的一项重要技术,但由于相同的用户数据必须分发到称为JT群集的多个基站,因此对网络回程造成了沉重负担。因此,许多研究已经探索了如何通过在基站处缓存用户数据来减少回程数据流量。毫米波(mmWave)网格回程是一种有前途的体系结构,适用于小型小区通过5G网络交换缓存数据。但是,本文发现不合适的JT群集和路由路径将导致不必要的mmWave网格回程带宽消耗,从而降低JT的性能增益。因此,在本文中,我们考虑了基站的缓存和mmWave网格回程,研究了JT聚类问题。目的是使总的回程通信量最小化,同时在有限的无线电资源单元下满足每个用户的数据速率要求。我们提出了一种基于动态规划方法的两阶段算法来解决该问题。我们证明了动态规划算法可以为我们的子问题找到最佳的解决方案。仿真结果提供了一些见解,并且表明与两种基线算法相比,我们提出的算法可以显着减少更多的回程带宽消耗。

著录项

  • 来源
    《IEEE Transactions on Vehicular Technology》 |2019年第4期|4003-4015|共13页
  • 作者单位

    Natl Univ Kaohsiung, Dept Comp Sci & Informat Engn, Kaohsiung 811, Taiwan;

    Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan;

    Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Grad Inst Networking & Multimedia, Taipei 106, Taiwan|Acad Sinica, Res Ctr Informat Technol Innovat, Taipei 115, Taiwan;

  • 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

    CoMP; joint transmission; cache; mmWave backhaul; 5G cellular networks;

    机译:COMP;联合传输;缓存;MMWAVE回程;5G蜂窝网络;

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