毫米波通信系统中多用户MIMO下行链路射频/基带联合混合收发器设计

Deepa Jagyasi, P. Ubaidulla
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引用次数: 0

摘要

毫米波(mmWave)通信系统采用混合射频/基带收发器,将空间信号处理分为射频和基带域,以减少由于使用大量天线元件而导致的硬件复杂性。在本文中,我们考虑了基于完美信道知识(非鲁棒设计)和考虑信道缺陷的收发器设计(鲁棒设计)两种最小化均方误差(SMSE)的混合多用户MIMO下行链路设计。在稳健设计中,假定信道状态信息(CSI)受估计误差的扰动,服从高斯分布,且误差方差已知。在这两种设计中,通过基于正交匹配追踪(OMP)的稀疏信号处理实现了模数混合处理,降低了硬件复杂度。我们根据不同的参数评估了这两种方案的性能,并将其与传统的全数字系统进行了比较。我们给出了不同字典的数值结果。对比结果表明,鲁棒设计对CSI误差的存在具有较强的弹性。此外,我们还证明了这两种算法的收敛性,尽管由于整体优化问题的非凸性难以证明全局收敛性。
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Joint hybrid RF/baseband transceiver design for multi-user MIMO downlink in millimeter wave communication system
Millimeter wave (mmWave) communication systems employ hybrid RF/baseband transceivers that divide the spatial signal processing into radio frequency and baseband domains in order to reduce the hardware complexity resulting from the use of large number of antennas elements. In this paper, we consider two designs for hybrid multi-user MIMO downlink that minimizes the sum mean square error (SMSE), based on perfect channel knowledge (non-robust design) and transceiver design considering the channel imperfections (robust design). In the robust design, the channel state information (CSI) is assumed to be perturbed by estimation error and follows Gaussian distribution with known error variance. In both the designs, reduced hardware complexity is achieved by analog-digital hybrid processing by using orthogonal matching pursuit (OMP)-based sparse signal processing. We evaluate the performance of both the proposed schemes based on various parameters and also compare it with conventional fully-digital system. We present numerical results over various dictionaries. The comparison results show that robust design is resilient to the presence of CSI errors. Furthermore, we also demonstrate the convergence of both the proposed algorithms to a limit even though global convergence is hard to prove due to non convex nature of overall optimization problem.
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