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Achievable Rates and Spectral Efficiency Analysis in Massive MIMO Systems with MMSE Channel Estimation

机译:具有MMSE信道估计的大规模MIMO系统中可实现的速率和频谱效率分析

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Pilot contamination due to the re-use of limited pilot resources from one cell to another in Time Division Duplex multi-cell massive MIMO systems is a serious problem. This is because it severely affects the quality of the Channel State Information. In this paper, we analyze the performance of two pilot allocation schemes and derive closed-form lower bounds on the uplink achievable rates for the cases of maximum-ratio combining (MRC) and zero-forcing (ZF) detectors with minimum mean squared error channel estimation. We consider the case where the users are uniformly distributed in all cells and show the maximum and optimal number of users per cell that maximizes the spectral efficiency. We further analyze the system performance with respect to the signal-to-interference-plus-noise ratio (SINR) and coherence block length and show the superiority of MRC to ZF at low SINR values and vice versa and that orthogonal pilot sequences with ZF detector gives a better performance at high coherence block length. Our simulation results show the accuracy of the derived bounds.
机译:在时分双工多小区大规模MIMO系统中,由于有限的导频资源从一个小区到另一个小区的重复使用而导致的导频污染是一个严重的问题。这是因为它严重影响了通道状态信息的质量。在本文中,我们分析了两种导频分配方案的性能,并针对具有最小均方误差信道的最大比率组合(MRC)和零强制(ZF)检测器的情况,得出了上行链路可实现速率的闭式下限估计。我们考虑用户均匀分布在所有小区中的情况,并显示每个小区的最大和最佳用户数,从而最大程度地提高频谱效率。我们进一步针对信噪比(SINR)和相干块长度分析了系统性能,并显示了在低SINR值下MRC对ZF的优越性,反之亦然,以及使用ZF检测器的正交导频序列在高相干块长度下提供更好的性能。我们的仿真结果显示了导出边界的准确性。

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