混合MMSE/Max-log-MAP MIMO检测器性能分析

Rizwan Ghaffar, K. Shehzad, P. Ho
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摘要

对更高数据速率的不断增长的需求正在推动多输入多输出(MIMO)系统进入未来无线系统的持续标准化,其中这种增加的空间维度将主要用于空间多路传输。为了使这些系统能够实际实现,业界和学术界都迫切需要低复杂度的高效检测算法。在本文中,我们提出了一种基于经典MIMO系统性能复杂度权衡的两级混合检测器。该检测器具有较低的线性检测复杂度和较好的最大似然(ML)检测性能。第一阶段是线性滤波器,根据第二阶段的处理能力调整系统维度,第二阶段是非线性低复杂度ML检测器。我们考虑了MIMO系统的实用范围(2×2, 3×3, 4×4和5×5),并研究了两个阶段之间流分布的影响。系统以流分配的形式对两个阶段的适应性允许在复杂性和检测性能之间进行权衡。当我们在两个阶段之间改变流的数量时,这是由系统多样性顺序的改变所决定的。所提出的混合检测器的性能随着第一阶段要抑制的流数量的减少而提高,但同时伴随着复杂度成本的增加。通过这一分析得出的观察结果,可以促进未来系统的设计,使其符合硬件约束所施加的限制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance analysis of hybrid MMSE/Max-log-MAP MIMO detector
Ever increasing demand of higher data rates is pushing Multiple-Input Multiple-Output (MIMO) systems into the ongoing standardization of future wireless systems, where this added spatial dimension will be predominantly employed for spatially multiplexed transmission. In order to make these systems practically realizable, low complexity efficient detection algorithms are eagerly sought, both by the industry and the academia. In this paper, we propose a two-stage hybrid detector based on the classical performance-complexity trade off of the MIMO systems. This detector is characterized by the lower complexity of linear detection and superior performance of maximum likelihood (ML) detection. The first stage is a linear filter that adapts the system dimension in accordance with the processing capability of the second stage, which is a non-linear low complexity ML detector. We consider the pragmatic ranges of MIMO systems (2×2, 3×3, 4×4 and 5×5) and look at the effect of the distribution of streams amongst the two stages. Adaptability of the system in the form of stream allocation to the two stages allows having a trade off between the complexity and the performance of detection. This is dictated by the alteration in the diversity order of the system as we vary number of streams between the two stages. Performance of the proposed hybrid detector improves as the number of streams to be suppressed in the first stage decreases but it is coupled with the increase in the cost of complexity. The observations made through this analysis can facilitate the design of the future systems in accordance with the limitations imposed by the hardware constraints.
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