基于张量分解的毫米波3D-MIMO混合预编码

Lu Liu, Yafei Tian
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引用次数: 5

摘要

毫米波通信是下一代蜂窝系统的重要使能技术。与大量天线相结合,吞吐量可以大大提高,但计算复杂度和功耗也可能高得令人难以置信。本文研究了毫米波三维(3D)大规模多输入多输出(MIMO)系统中的混合预编码设计。利用平面天线阵列的特性,用张量表示3D-MIMO信道响应,用张量分解求干扰用户的零空间。零空间可以用方位角和高程方向阵列矢量的Kronecker积很好地逼近,因此所设计的模拟预编码器可以消除用户间干扰。结合寻找期望信道在零空间上的最大投影方向的基带数字预编码,将传统的强制零块对角化(ZF-BD)预编码方法扩展到具有零空间元常模约束的张量环境中。由于存在大量的天线和有限的射频链,该方法具有更大的抑制干扰的自由度。仿真结果验证了该方法的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hybrid precoding based on tensor decomposition for mmWave 3D-MIMO systems
Millimeter wave (mmWave) communication is a significantly enabling technology in next generation cellular system. Combined with massive number of antennas, the throughput can be greatly improved but the computation complexity and power consumption can also be incredibly high. In this paper, we study the hybrid precoding design in mmWave three-dimensional (3D) massive multiple-input multiple-output (MIMO) systems. To exploit the characteristic of planar antenna arrays, we represent the 3D-MIMO channel response with tensor, and find the null space of interference users with tensor decomposition. The null space can be well approximated by the Kronecker product of azimuth and elevation directional array vectors, and thus the designed analog precoder can eliminate inter-user interference. Combined with the baseband digital precoding, which find the maximal projection direction of the desired channel on the null space, the conventional zero-forcing block-diagonalization (ZF-BD) precoding method is extended to tensor context with constant-modulus constraint of null space elements. Since there are massive antennas and only limited RF chains, the proposed method has larger freedom to suppress interference. Simulation results verify its superiority.
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