Performance Evaluation of RF-Powered IoT in Rural Areas: The Wireless Power Digital Divide

IF 5.3 2区 计算机科学 Q1 TELECOMMUNICATIONS
Hao Lin;Mustafa A. Kishk;Mohamed-Slim Alouini
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Abstract

Bridging the digital divide is one of the goals of mobile networks in the future, and further building IoT networks in rural areas is a feasible solution. This paper studies the downlink performance of rural wireless networks, where IoT devices we consider are battery-less and powered only by ambient radio-frequency (RF) signals. We model a rural area as a finite area that is far from the city center. The base stations (BSs) in the whole city and the access points (APs) in the finite network both act as sources of wireless RF signals harvested by IoT devices. We assume that BSs follow an inhomogeneous Poisson Point Process (PPP) with a 2D-Gaussian density, and a fixed number of APs are uniformly distributed inside the finite area following a Binomial Point Process (BPP). The IoT devices we consider can harvest energy and receive downlink signals in each time slot, which is divided into two parts: (1) a charging sub-slot, where the RF signals from BSs and APs are harvested by IoT devices, and (2) a transmission sub-slot, where each IoT device uses the harvested energy to receive and process downlink signals. We consider two main system requirements: minimum energy requirement and signal-to-interference-plus-noise ratio (SINR). Using these two parameters, we investigate the overall coverage probability (OCP) related to them. We first study the effect of remoteness in rural areas on energy harvesting performance. Then we analyze the influence of IoT device’s location and the number of APs on coverage probability when the effect of BSs can be ignored. This paper shows that the IoT devices located inside the rural area can obtain about twice the ECP and OCP of IoT devices located near the edge. For the average downlink performance in rural areas with radii less than 100 m, more than 80% of the RF-powered IoT devices can be supported when there are 100 APs deployed.
农村地区射频供电物联网的性能评估:无线供电数字鸿沟
弥合数字鸿沟是未来移动网络的目标之一,而在农村地区进一步建设物联网网络是一个可行的解决方案。本文研究了农村无线网络的下行链路性能,我们所考虑的物联网设备无需电池,仅由环境射频(RF)信号供电。我们将农村地区建模为远离市中心的有限区域。整个城市中的基站(BS)和有限网络中的接入点(AP)都是物联网设备采集无线射频信号的来源。我们假设基站遵循具有二维高斯密度的不均匀泊松点过程(PPP),而固定数量的接入点则遵循二项式点过程(BPP)均匀分布在有限区域内。我们考虑的物联网设备可以在每个时隙内采集能量并接收下行链路信号,时隙分为两部分:(1)充电子时隙,物联网设备在此采集来自 BS 和 AP 的射频信号;(2)传输子时隙,每个物联网设备在此使用采集的能量接收和处理下行链路信号。我们考虑了两个主要的系统要求:最低能量要求和信号干扰加噪声比(SINR)。利用这两个参数,我们研究了与之相关的总体覆盖概率(OCP)。我们首先研究了农村地区的偏远程度对能量收集性能的影响。然后,我们分析了物联网设备的位置和接入点数量对覆盖概率的影响,当 BS 的影响可以忽略时。本文表明,位于农村地区内部的物联网设备可以获得两倍于靠近边缘的物联网设备的 ECP 和 OCP。对于半径小于 100 米的农村地区的平均下行链路性能,当部署 100 个接入点时,可支持 80% 以上的射频供电物联网设备。
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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来源期刊
IEEE Transactions on Green Communications and Networking
IEEE Transactions on Green Communications and Networking Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
6.20%
发文量
181
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