Neyman-Pearson Codebook Design for Beam Alignment in Millimeter-Wave Networks

Muddassar Hussain, D. Love, Nicolò Michelusi
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引用次数: 11

Abstract

Millimeter wave systems require narrow beam communication to achieve high throughput. To this end, beam alignment is achieved via a proper beam sensing protocol, which specifies how to allocate amplitude and phase at each antenna array element (a codeword) to sense the mobile user's position, through appropriate beam pointing. However, beam imperfections -- such as the presence of side-lobes -- and noise may cause errors in the detection process. Thus, correct alignment between transmitter and receiver may not be achieved. Therefore, it is of great importance to design the sensing codebook to attain optimal detection performance. In this paper, a Neyman-Pearson codebook design is proposed. The sensing codeword is optimized so as to minimize the mis-detection probability, under false-alarm, power and hybrid beamforming constraints. Due to the intractability of the problem, a worst-case relaxation is carried out. It is shown that the dual problem can be recast as a semidefinite program, and the optimal codebook is the principle eigenvector of a weighted array response matrix. It is shown numerically that the proposed design outperforms a state-of-the art algorithm, with improvement of up to 33% in detection performance.
毫米波网络波束对准的内曼-皮尔逊码本设计
毫米波系统需要窄波束通信来实现高吞吐量。为此,通过适当的波束感应协议实现波束对准,该协议规定了如何在每个天线阵列元素(码字)分配幅度和相位,以通过适当的波束指向来感应移动用户的位置。然而,波束缺陷(如旁瓣的存在)和噪声可能会导致检测过程中的错误。因此,发射器和接收器之间的正确对准可能无法实现。因此,设计感知码本以获得最佳的检测性能是非常重要的。本文提出了一种内曼-皮尔逊码本设计。在虚警、功率和混合波束形成约束下,对传感码字进行了优化,使误检概率最小。由于问题的难解性,进行了最坏情况弛豫。结果表明,对偶问题可以转化为半定规划,最优码本是加权阵列响应矩阵的主特征向量。数值计算表明,所提出的设计优于最先进的算法,在检测性能方面提高了33%。
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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