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Angle Domain Hybrid Precoding and Channel Tracking for Millimeter Wave Massive MIMO Systems

机译:毫米波大规模MIMO系统的角域混合预编码和信道跟踪

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摘要

The millimeter-wave (mm-wave) massive multiple-input multiple-output (MIMO) system has gained much attention for its considerable improvement in system throughput. However, the cost of complex hardware, e.g., radio frequency (RF) chains, hinders it from practical deployment. In this paper, we propose an angle domain hybrid precoding and channel tracking method by exploring the spatial features of the mm-wave massive MIMO channel. The number of the effective spatial beams, or equivalently the RF chains, is enormously decreased via the operation of spatial rotation. The users are then scheduled by the angle division multiple access scheme, which groups users according to their direction of arrivals (DOAs). Meanwhile, a channel tracking method is designed for the subsequent data transmission through a small number of pilot symbols. Specifically, the channel information is divided into the DOA information and the gain information, where the DOA information is tracked by a modified unscented Kalman filter and the gain information is estimated from beam training. Numerical results are provided to corroborate our studies.
机译:毫米波(mm-wave)大规模多输入多输出(MIMO)系统因其系统吞吐量的显着提高而倍受关注。但是,复杂硬件(例如,射频(RF)链)的成本阻碍了它的实际部署。通过探讨毫米波大规模MIMO信道的空间特征,提出了一种角域混合预编码和信道跟踪方法。通过空间旋转操作,有效空间波束或等效RF链的数量大大减少。然后,通过角度划分多路访问方案对用户进行调度,该方案根据用户的到达方向(DOA)对用户进行分组。同时,信道跟踪方法被设计用于通过少量导频符号的后续数据传输。具体而言,将信道信息分为DOA信息和增益信息,其中DOA信息通过修改后的无味卡尔曼滤波器进行跟踪,并从波束训练中估算出增益信息。提供了数值结果以证实我们的研究。

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