Managing analog beams in mmWave networks

Yasaman Ghasempour, N. Prasad, M. Khojastepour, S. Rangarajan
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引用次数: 10

Abstract

In this paper we consider multi-cell mmWave networks wherein each cell equipped with a large antenna array can employ an analog precoder (or a group of analog beams) to serve its associated users, while each such user can employ a single analog beam. A key problem over such a network is to determine the set of users that each cell should serve (a.k.a. user association), the group of beams it should employ, as well as their attributes such as how often and with how much power should each beam be used. This problem becomes harder since the choice of beam at any user is coupled to the cell it is assigned to and the latter's choice of beams. Moreover, practical considerations demand that each transmitting and receiving beam and their attributes be selected from finite codebooks. We develop novel solutions to this seemingly intractable problem. We adopt the generalized Quality-of-Service (QoS) Proportional Fairness (PF) network utility which can balance efficiency with fairness, and is particularly relevant for coverage constrained mmWave systems, since QoS constraints demand provisioning a minimum rate for each user. We prove that, remarkably, the user association problem under this QoS-PF utility can be formulated as a constrained submodular set function maximization problem. Consequently, it can be optimally solved (up to an additive constant) using distributed algorithms. We then propose a simple distributed algorithm to optimize the choice of beams and their attributes, and prove that it converges to a social equilibrium even in the presence a non-ideal communication channel between cells.
管理毫米波网络中的模拟波束
在本文中,我们考虑了多小区毫米波网络,其中每个配备大型天线阵列的小区可以使用模拟预编码器(或一组模拟波束)来服务其相关用户,而每个这样的用户可以使用单个模拟波束。这种网络的一个关键问题是确定每个小区应该服务的一组用户(又名用户关联),它应该使用的波束组,以及它们的属性,例如每个波束应该使用的频率和功率。这个问题变得更加困难,因为任何用户的波束选择都与它被分配到的小区和后者的波束选择相耦合。此外,实际考虑要求从有限的码本中选择每个发射和接收波束及其属性。我们为这个看似棘手的问题想出了新的解决方案。我们采用广义服务质量(QoS)比例公平(PF)网络实用程序,它可以平衡效率和公平性,并且特别适用于覆盖受限的毫米波系统,因为QoS约束要求为每个用户提供最小速率。值得注意的是,我们证明了在此QoS-PF实用程序下的用户关联问题可以表述为约束子模集函数最大化问题。因此,它可以使用分布式算法得到最优解(直到一个附加常数)。然后,我们提出了一种简单的分布式算法来优化波束及其属性的选择,并证明即使在细胞之间存在非理想通信信道的情况下,它也收敛到社会平衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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