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Alternating Minimization Algorithms for Hybrid Precoding in Millimeter Wave MIMO Systems

机译:毫米波混合预编码的交替最小化算法   波mImO系统

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摘要

Millimeter wave (mmWave) communications has been regarded as a key enablingtechnology for 5G networks. In contrast to conventionalmultiple-input-multiple-output (MIMO) systems, precoding in mmWave MIMO cannotbe performed entirely at baseband using digital precoders, as only a limitednumber of signal mixers and analog-to-digital converters (ADCs) can besupported considering their cost and power consumption. As a cost-effectivealternative, a hybrid precoding transceiver architecture, combining a digitalprecoder and an analog precoder, has recently received considerable attention.However, the optimal design of such hybrid precoders has not been fullyunderstood. In this paper, treating the hybrid precoder design as a matrixfactorization problem, effective alternating minimization (AltMin) algorithmswill be proposed for two different hybrid precoding structures, i.e., thefully-connected and partially-connected structures. In particular, for thefully-connected structure, an AltMin algorithm based on manifold optimizationis proposed to approach the performance of the fully digital precoder, which,however, has a high complexity. Thus, a low-complexity AltMin algorithm is thenproposed, by enforcing an orthogonal constraint on the digital precoder.Furthermore, for the partially-connected structure, an AltMin algorithm is alsodeveloped with the help of semidefinite relaxation. For practicalimplementation, the proposed AltMin algorithms are further extended to thebroadband setting with orthogonal frequency division multiplexing (OFDM)modulation. Simulation results will demonstrate significant performance gainsof the proposed AltMin algorithms over existing hybrid precoding algorithms.Moreover, based on the proposed algorithms, simulation comparisons between thetwo hybrid precoding structures will provide valuable design insights.
机译:毫米波(mmWave)通信已被视为5G网络的关键启用技术。与常规的多输入多输出(MIMO)系统相比,mmWave MIMO中的预编码无法完全使用数字预编码器在基带上执行,因为考虑到它们的成本,只能支持有限数量的信号混频器和模数转换器(ADC)和功耗。作为一种具有成本效益的替代方案,混合预编码收发器架构结合了数字预编码器和模拟预编码器,最近受到了极大的关注。但是,这种混合预编码器的最佳设计尚未得到充分理解。在本文中,将混合预编码器设计视为矩阵分解问题,将针对两种不同的混合预编码结构(即全连接和部分连接的结构)提出有效的交替最小化(AltMin)算法。特别地,对于全连接结构,提出了一种基于流形优化的AltMin算法来接近全数字预编码器的性能,但是该算法具有很高的复杂度。因此,通过在数字预编码器上施加正交约束,提出了一种低复杂度的AltMin算法。此外,对于部分连接的结构,还借助半定松弛来开发AltMin算法。为了实现实际,将提出的AltMin算法进一步扩展到具有正交频分复用(OFDM)调制的宽带设置。仿真结果将证明所提出的AltMin算法优于现有的混合预编码算法。此外,基于所提出的算法,两种混合预编码结构之间的仿真比较将提供有价值的设计见解。

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