高斯MIMO广播信道矢量预编码的频谱效率研究

B. M. Zaidel, R. Muller, R. de Miguel, A. L. Moustakas
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引用次数: 8

摘要

在大系统极限下,分析了面向实际的矢量预编码方案在高斯多输入多输出广播信道中的频谱效率。考虑到离散的复杂输入字母,假设发射机由线性前端与非线性预编码相结合,从而使线性前端带来的发射能量损失最小化。通过在预编码之前将输入字母放松为更大的字母集,能量损失最小化。采用统计物理的“复制法”推导出预编码器输出的极限经验分布,以及极限能量惩罚。具体到“零强迫”(ZF)线性前端和非合作用户,推导出解耦结果,根据该解耦结果,每个单独接收器观察到的信道可以用马尔可夫链u-x-y表征,其中u为信道输入,x为等效预编码器输出,y为信道输出。对两个示例的比较光谱效率分析显示,与线性ZF预编码相比,在中高Et/No区域的性能有显著提高。特别是,我们证明了凸扩展字母表,适用于有效的能量最小化算法,提供了一个有吸引力的替代基于离散高斯整数晶格的字母表,其中能量最小化问题是np困难的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On Spectral Efficiency of Vector Precoding for Gaussian MIMO Broadcast Channels
The spectral efficiency of practically oriented vector precoding schemes for the Gaussian multiple-input multiple-output (MIMO) broadcast channel is analyzed in the large system limit. Considering discrete complex input alphabets, the transmitter is assumed to comprise a linear front-end combined with nonlinear precoding, that minimizes the transmit energy penalty imposed by the linear front-end. The energy penalty is minimized by relaxing the input alphabet to a larger alphabet set prior to precoding. The so-called "replica method" of statistical physics is employed to derive the limiting empirical distribution of the precoder's output, as well as the limiting energy penalty. Particularizing to a "zero-forcing" (ZF) linear front-end, and non- cooperative users, a decoupling result is derived according to which the channel observed by each of the individual receivers can be characterized by the Markov chain u-x-y, where u is the channel input, x is the equivalent precoder output, and y is the channel output. A comparative spectral efficiency analysis of two illustrative examples reveals significant performance gains compared to linear ZF precoding in the medium to high Et/No region. In particular, we demonstrate that convex extended alphabets, amenable to efficient energy minimization algorithms, provide an attractive alternative to alphabets based on the discrete Gaussian integer lattice, for which the energy minimization problem is NP-hard.
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