论文标题
有限无线网络中距离和角度的联合分布
Joint Distribution of Distance and Angles in Finite Wireless Networks
论文作者
论文摘要
方向波束形成将在5G和超越网络中起到最高作用,以应对在毫米波带时产生的更高路径损失。因此,这些网络中发射机和接收器之间的角度和距离的适当建模和分析对于了解性能和限制因素至关重要。大多数现有文献都考虑了无限和统一网络,其中根据泊松点过程绘制节点,或者将参考接收器放置在磁盘的起源的有限网络。在这两个假设中,发射器和接收器之间的距离和方位角是独立的,并且该角度遵循$ 0 $和$2π$的均匀分布。在这里,我们考虑了一个更现实的有限网络案例,其中参考节点位于任何任意位置。我们获得距离和方位角之间的关节分布,并证明这些随机变量确实表现出一定的相关性,这取决于区域的形状和参考节点的位置。为了进行分析,我们提出了一个一般的数学框架,该框架专门说明了矩形区域的情况。然后,我们还得出了3D情况的统计数据,考虑到天线高度,距离,距离,方位角和天顶角的关节分布。最后,我们描述了当前工作的一些直接应用,包括分析定向光束成形,模拟代码簿的设计和无线路由算法。
Directional beamforming will play a paramount role in 5G and beyond networks in order to combat the higher path losses incurred at millimeter wave bands. Appropriate modeling and analysis of the angles and distances between transmitters and receivers in these networks are thus essential to understand performance and limiting factors. Most existing literature considers either infinite and uniform networks, where nodes are drawn according to a Poisson point process, or finite networks with the reference receiver placed at the origin of a disk. Under either of these assumptions, the distance and azimuth angle between transmitter and receiver are independent, and the angle follows a uniform distribution between $0$ and $2π$. Here, we consider a more realistic case of finite networks where the reference node is placed at any arbitrary location. We obtain the joint distribution between the distance and azimuth angle and demonstrate that these random variables do exhibit certain correlation, which depends on the shape of the region and the location of the reference node. To conduct the analysis, we present a general mathematical framework which is specialized to exemplify the case of a rectangular region. We then also derive the statistics for the 3D case where, considering antenna heights, the joint distribution of distance, azimuth and zenith angles is obtained. Finally, we describe some immediate applications of the present work, including the analysis of directional beamforming, the design of analog codebooks and wireless routing algorithms.