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2D Unitary ESPRIT Based Super-Resolution Channel Estimation for Millimeter-Wave Massive MIMO with Hybrid Precoding

机译:基于二维酉EspRIT的超分辨率信道估计   具有混合预编码的毫米波大规模mImO

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摘要

Millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) withhybrid precoding is a promising technique for the future 5G wirelesscommunications. Due to a large number of antennas but a much smaller number ofradio frequency (RF) chains, estimating the high-dimensional mmWave massiveMIMO channel will bring the large pilot overhead. To overcome this challenge,this paper proposes a super-resolution channel estimation scheme based ontwo-dimensional (2D) u- nitary ESPRIT algorithm. By exploiting the angularsparsity of mmWave channels, the continuously distributed angle ofarrivals/departures (AoAs/AoDs) can be jointly estimated with high accuracy.Specifically, by designing the uplink training signals at both base station(BS) and mobile station (MS), we first use low pilot overhead to estimate alow-dimensional effective channel, which has the same shift-invariance of arrayresponse as the high-dimensional mmWave MIMO channel to be estimated. From thelow-dimensional effective channel, the super- resolution estimates of AoAs andAoDs can be jointly obtained by exploiting the 2D unitary ESPRIT channelestimation algorithm. Furthermore, the associated path gains can be acquiredbased on the least squares (LS) criterion. Finally, we can reconstruct thehigh-dimensional mmWave MIMO channel according to the obtained AoAs, AoDs, andpath gains. Simulation results have confirmed that the proposed scheme issuperior to conventional schemes with a much lower pilot overhead.
机译:混合预编码的毫米波(mmWave)大规模多输入多输出(MIMO)是未来5G无线通信的一项有前途的技术。由于天线数量众多,但射频(RF)链数量少得多,因此估计高维mmWave大规模MIMO信道将带来较大的导频开销。为了克服这一挑战,本文提出了一种基于二维(2D)实用ESPRIT算法的超分辨率信道估计方案。通过利用毫米波信道的角稀疏度,可以高精度地联合估计到达/离开的连续分布角(AoAs / AoDs),特别是通过设计基站(BS)和移动站(MS)的上行链路训练信号,我们首先使用低导频开销来估计低维有效信道,该信道具有与要估计的高维mmWave MIMO信道相同的阵列响应平移不变性。从低维有效信道中,可以通过利用二维单一ESPRIT信道估计算法来联合获得AoA和AoD的超分辨率估计。此外,可以基于最小二乘(LS)标准来获取关联的路径增益。最后,我们可以根据获得的AoA,AoD和路径增益来重构高维mmWave MIMO信道。仿真结果表明,该方案优于传统方案,具有较低的导频开销。

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