Hybrid-beamforming-based millimeter-wave cellular network optimization

Jia Liu, E. Bentley
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引用次数: 15

Abstract

Massive MIMO and millimeter-wave communication (mmWave) have recently emerged as two key technologies for building 5G wireless networks and beyond. To reconcile the conflict between the large antenna arrays and the limited amount of radio-frequency (RF) chains in mmWave systems, the so-called hybrid beamforming becomes a promising solution and has received a great deal of attention in recent years. However, existing research on hybrid beamforming focused mostly on the physical layer or signal processing aspects. So far, there is a lack of theoretical understanding on how hybrid beamforming could affect mmWave network optimization. In this paper, we consider the impacts of hybrid beamforming on utility-optimality and queueing delay in mmWave cellular network optimization. Our contributions in this paper are three-fold: i) we develop a joint hybrid beamforming and congestion control algorithmic framework for mmWave network utility maximization; ii) we reveal a pseudoconvexity structure in the hybrid beamforming scheduling problem, which leads to simplified analog beamforming protocol design; and iii) we theoretically characterize the scalings of utility-optimality and delay with respect to channel state information (CSI) accuracy in digital beamforming.
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基于混合波束形成的毫米波蜂窝网络优化
最近,大规模MIMO和毫米波通信(mmWave)成为构建5G及以后无线网络的两大关键技术。为了解决毫米波系统中庞大的天线阵列和有限的射频链之间的矛盾,混合波束形成成为一种很有前途的解决方案,近年来受到了广泛的关注。然而,现有的混合波束形成研究大多集中在物理层或信号处理方面。到目前为止,对于混合波束形成如何影响毫米波网络优化还缺乏理论认识。在本文中,我们考虑了混合波束形成对毫米波蜂窝网络优化中效用最优性和排队延迟的影响。我们在本文中的贡献有三个方面:i)我们开发了一种联合混合波束形成和拥塞控制算法框架,用于毫米波网络效用最大化;Ii)揭示了混合波束形成调度问题中的伪凸结构,从而简化了模拟波束形成协议的设计;iii)我们从理论上描述了数字波束形成中关于信道状态信息(CSI)精度的效用最优性和延迟的缩放。
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Keynote speaker Keynote speaker Ad-Hoc, Mobile, and Wireless Networks: 19th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2020, Bari, Italy, October 19–21, 2020, Proceedings Retraction Note to: Mobility Aided Context-Aware Forwarding Approach for Destination-Less OppNets Ad-Hoc, Mobile, and Wireless Networks: 18th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2019, Luxembourg, Luxembourg, October 1–3, 2019, Proceedings
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