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A Coordinated Approach to Channel Estimation in Large-scale Multiple-antenna Systems

机译:大规模信道估计的协调方法   多天线系统

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摘要

This paper addresses the problem of channel estimation in multi-cellinterference-limited cellular networks. We consider systems employing multipleantennas and are interested in both the finite and large-scale antenna numberregimes (so-called "massive MIMO"). Such systems deal with the multi-cellinterference by way of per-cell beamforming applied at each base station.Channel estimation in such networks, which is known to be hampered by the pilotcontamination effect, constitute a major bottleneck for overall performance. Wepresent a novel approach which tackles this problem by enabling a low-ratecoordination between cells during the channel estimation phase itself. Thecoordination makes use of the additional second-order statistical informationabout the user channels, which are shown to offer a powerful way ofdiscriminating across interfering users with even strongly correlated pilotsequences. Importantly, we demonstrate analytically that in thelarge-number-of-antennas regime, the pilot contamination effect is made tovanish completely under certain conditions on the channel covariance. Gainsover the conventional channel estimation framework are confirmed by oursimulations for even small antenna array sizes.
机译:本文解决了在多小区干扰受限的蜂窝网络中的信道估计问题。我们考虑采用多天线的系统,并且对有限和大规模天线数量制度(所谓的“大规模MIMO”)都感兴趣。这样的系统通过在每个基站上应用的每小区波束成形来处理多小区干扰。这样的网络中的信道估计被导频污染效应所阻碍,这构成了总体性能的主要瓶颈。我们提出了一种新颖的方法,该方法通过在信道估计阶段本身期间实现小区之间的低速率协调来解决此问题。协调利用了有关用户信道的附加二阶统计信息,这些信息显示出了一种强大的方式来区分具有甚至强相关的导频序列的干扰用户。重要的是,我们通过分析证明,在大量天线的情况下,在一定条件下,信道协方差的导频污染效应将完全消失。即使对于较小的天线阵列尺寸,我们的仿真也证实了常规信道估计框架的优势。

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