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首页> 外文期刊>IEEE Transactions on Signal Processing >Training-Based MIMO Systems—Part I: Performance Comparison
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Training-Based MIMO Systems—Part I: Performance Comparison

机译:基于培训的MIMO系统—第一部分:性能比较

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摘要

In this paper, we make a performance comparison between two different training-based schemes for multiple-input multiple-output (MIMO) channel estimation. The two schemes are the conventional time-multiplexed pilot (CP) scheme and the more recently suggested superimposed pilot (SIP) scheme. Unlike previous comparisons found in the literature, which are mostly based on estimation error performances, the performance comparison in this paper is made by deriving and comparing the maximum data rate (or rather a tight lower bound on the maximum mutual information) achieved by each scheme. By using the maximum mutual information criterion, for each training scheme, we can optimally allocate the time and power spent on transmission of training and data sequences. Once the system parameters (time and power) are tuned to give optimal performance, we can compare their respective maximum data rate. The theory is applied to a blockwise flat-fading MIMO channel, and it is found that in certain scenarios (such as many receive antennas and/or short channel coherence times), it is beneficial to use the SIP. In other scenarios, the SIP scheme suffers from a higher estimation error, and its gain over the CP scheme is often lost.
机译:在本文中,我们对两种不同的基于训练的多输入多输出(MIMO)信道估计方案进行了性能比较。这两种方案是常规的时分复用导频(CP)方案和最近建议的叠加导频(SIP)方案。与文献中以前的比较(主要基于估计误差性能)不同,本文中的性能比较是通过推导并比较每种方案实现的最大数据速率(或最大互信息的严格下限)来进行的。 。通过使用最大互信息准则,对于每种训练方案,我们可以最佳地分配花费在训练和数据序列传输上的时间和功率。调整好系统参数(时间和功率)以提供最佳性能后,我们就可以比较它们各自的最大数据速率。将该理论应用于逐块平坦衰落的MIMO信道,发现在某些情况下(例如,许多接收天线和/或较短的信道相干时间),使用SIP是有益的。在其他情况下,SIP方案遭受较高的估计误差,并且其在CP方案上的增益通常会丢失。

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