Joint access point deployment and assignment in mmWave networks with stochastic user orientation

M. N. Soorki, Mohammad J. Abdel-Rahman, A. B. Mackenzie, W. Saad
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引用次数: 14

Abstract

Millimeter wave (mmWave) communication is a promising solution for providing high capacity wireless access to regions with high traffic demands. The main challenge of mmWave communications is the availability of directional line of sight links between access points and mobile devices which stochastically change due to high attenuation in mmWave propagation and severe blockage of mmWave links with obstacles such as human bodies. In this paper, a novel framework for optimizing the deployment of mmW access points, while being cognizant of the mobile devices orientation, is proposed. In the studied model, the locations of potential access points and users are assumed as predefined parameters while the orientation of the users is changing stochastically. To minimize the number of access points while satisfying the line of sight coverage of mobile devices, first, a joint access point placement and mobile device assignment problem is proposed, assuming that the orientation of each user is deterministically known. This formulation is then extended to the case in which the orientation of the user is stochastic. Finally, the proposed deterministic and stochastic joint access point placement and mobile device assignment schemes are evaluated under various system parameters. Simulation results demonstrate the advantage of the proposed stochastic scheme to the deterministic scheme, in terms of reducing the load on access points. Moreover, on average, the proposed stochastic scheme can increase the probability of user satisfaction up to 24% for 0.95 requested coverage probability compared to the deterministic case.
随机用户导向毫米波网络中的联合接入点部署与分配
毫米波(mmWave)通信是一种很有前途的解决方案,可以为高流量需求的地区提供高容量无线接入。毫米波通信的主要挑战是接入点和移动设备之间的定向视线链路的可用性,由于毫米波传播的高衰减和毫米波链路被人体等障碍物严重阻塞而随机变化。本文提出了一种基于移动设备方向的毫米波接入点优化部署框架。在该模型中,假设潜在接入点和用户的位置为预定义参数,而用户的方向是随机变化的。为了在满足移动设备视线覆盖的前提下最小化接入点数量,首先,假设每个用户的方向是确定性已知的,提出了一个联合接入点放置和移动设备分配问题。这个公式然后被推广到用户的方向是随机的情况下。最后,在不同的系统参数下,对所提出的确定性和随机联合接入点布置和移动设备分配方案进行了评估。仿真结果表明,所提出的随机方案在减少接入点负载方面优于确定性方案。此外,平均而言,与确定性方案相比,在0.95请求覆盖概率下,所提出的随机方案可以将用户满意度的概率提高24%。
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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