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A Generalized Spatial Correlation Model for 3D MIMO Channels Based on the Fourier Coefficients of Power Spectrums

机译:基于功率谱傅立叶系数的3D MIMO信道广义空间相关模型

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摘要

Previous studies have confirmed the adverse impact of fading correlation on the mutual information (MI) of two-dimensional (2D) multiple-input multiple-output (MIMO) systems. More recently, the trend is to enhance the system performance by exploiting the channels degrees of freedom in the elevation, which necessitates the derivation and characterization of three-dimensional (3D) channels in the presence of spatial correlation. In this paper, an exact closed-form expression for the Spatial Correlation Function (SCF) is derived for 3D MIMO channels. The proposed method resorts to the spherical harmonic expansion (SHE) of plane waves and the trigonometric expansion of Legendre and associated Legendre polynomials. The resulting expression depends on the underlying arbitrary angular distributions and antenna patterns through the Fourier Series (FS) coefficients of power azimuth and elevation spectrums. The novelty of the proposed method lies in the SCF being valid for any 3D propagation environment. The developed SCF determines the covariance matrices at the transmitter and the receiver that form the Kronecker channel model. In order to quantify the effects of correlation on system performance, the information-theoretic deterministic equivalents of the MI for the Kronecker model are utilized in both mono-user and multi-user cases. Numerical results validate the proposed analytical expressions and elucidate the dependence of the system performance on azimuth and elevation angular spreads and antenna patterns. Some useful insights into the behavior of MI as a function of downtilt angles are provided. The derived model will help evaluate the performance of correlated 3D MIMO channels in the future.
机译:先前的研究已经证实了衰落相关对二维(2D)多输入多输出(MIMO)系统的互信息(MI)的不利影响。最近,趋势是通过利用高程中的通道自由度来增强系统性能,这需要在存在空间相关性的情况下推导和表征三维(3D)通道。在本文中,针对3D MIMO信道推导了空间相关函数(SCF)的精确封闭式表达式。所提出的方法诉诸于平面波的球谐展开(SHE)以及勒让德和相​​关勒让德多项式的三角展开。所得的表达式取决于功率方位角和仰角频谱的傅立叶级数(FS)系数取决于底层的任意角度分布和天线方向图。所提出的方法的新颖之处在于SCF对任何3D传播环境均有效。所开发的SCF确定了形成Kronecker信道模型的发射机和接收机的协方差矩阵。为了量化相关性对系统性能的影响,在单用户和多用户情况下都使用Kronecker模型的MI的信息论确定性等效项。数值结果验证了所提出的分析表达式,并阐明了系统性能对方位角和仰角角展度以及天线方向图的依赖性。提供了一些关于MI行为与下倾角的函数的有用见解。导出的模型将有助于将来评估相关3D MIMO信道的性能。

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