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Compressive Sensing Based Channel Estimation for Millimeter-Wave Full-Dimensional MIMO With Lens-Array

机译:透镜阵列毫米波全尺寸MIMO的基于压缩感知的信道估计

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摘要

Channel estimation (CE) for millimeter-wave (mmWave) lens-array suffers from prohibitive training overhead, whereas the state-of-the-art solutions require an extra complicated radio frequency phase shift network. By contrast, lens-array using antenna switching network (ASN) simplifies the hardware, but the associated CE is a challenging task due to the constraint imposed by ASN. This paper proposes a compressive sensing (CS)-based CE solution for full-dimensional (FD) lens-array, where the mmWave channel sparsity is exploited. Specifically, we first propose an approach of pilot training under the more severe haraware constraint imposed by ASN, and formulate the associated CE of lens-array as a CS problem. Then, a redundant dictionary is tailored for FD lens-array to combat the power leakage caused by the continuous angles of multipath components. Further, we design the baseband pilot signals to minimize the total mutual coherence of the measurement matrix based on CS theory for more reliable CE performance. Our solution provides a framework for applying CS techniques to lens-array using simple and practical ASN. Simulation results demonstrate the effectiveness of the proposed scheme.
机译:毫米波(mmWave)透镜阵列的通道估计(CE)受困于过度的训练开销,而最新的解决方案则需要一个额外的复杂射频相移网络。相比之下,使用天线交换网络(ASN)的透镜阵列简化了硬件,但是由于ASN施加的限制,关联的CE任务艰巨。本文提出了一种基于压缩感知(CS)的全尺寸(FD)透镜阵列的CE解决方案,其中利用了mmWave通道稀疏性。具体而言,我们首先提出一种在ASN施加的更严格的wareware约束下进行飞行员训练的方法,并将关联的镜头阵列CE表示为CS问题。然后,为FD透镜阵列量身定制了一个冗余字典,以应对由多路径分量的连续角度引起的功率泄漏。此外,我们基于CS理论设计基带导频信号以最小化测量矩阵的总互相关性,以获得更可靠的CE性能。我们的解决方案提供了使用简单实用的ASN将CS技术应用于镜头阵列的框架。仿真结果证明了该方案的有效性。

著录项

  • 来源
    《IEEE Transactions on Vehicular Technology》 |2020年第2期|2337-2342|共6页
  • 作者

  • 作者单位

    Beijing Inst Technol Sch Informat & Elect Beijing 100081 Peoples R China;

    Beijing Inst Technol Sch Informat & Elect Beijing 100081 Peoples R China|Beijing Inst Technol Adv Res Inst Multidisciplinary Sci Beijing 100081 Peoples R China;

    Seoul Natl Univ Sch Elect & Comp Engn Inst New Media & Commun Seoul 08826 South Korea;

    Univ Technol Sydney Sch Elect & Data Engn Ultimo NSW 2007 Australia;

    King Abdullah Univ Sci & Technol Div Phys Sci & Engn Elect Engn Program Thuwal 23955 Saudi Arabia;

  • 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

    mmWave; FD-MIMO; lens-array; channel estimation (CE); compressive sensing (CS); pilot design;

    机译:毫米波;FD-MIMO;透镜阵列信道估计(CE);压缩感测(CS);试点设计;

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