Overcoming the Digital Divide by Large-Scale Coverage Analyses for mmWave Cellular Networks

被引:0
|
作者
Zhang, Yaguang [1 ]
Krogmeier, James V. [1 ]
Anderson, Christopher R. [2 ]
Love, David J. [1 ]
机构
[1] Purdue Univ, Sch Elect & Comp Engn, 465 Northwestern Ave, W Lafayette, IN 47907 USA
[2] US Naval Acad, Dept Elect & Comp Engn, 105 Maryland Ave, Annapolis, MD 21402 USA
来源
2022 56TH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS | 2022年
基金
美国国家科学基金会;
关键词
Cellular networks; coverage simulation; digital divide; millimeter-wave communication;
D O I
10.1109/IEEECONF56349.2022.10051865
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traditional subscriber-density-focused cellular infrastructure deployment is failing to provide affordable, high-quality services in rural areas. This situation hinders, besides the improvement of quality of life, the development of digital agriculture and intelligent transportation systems. In addition, rural coverage maps reported by cellular providers are typically over-optimistic. Objective, quantitative analyses are needed for a full understanding of the digital divide. We propose utilizing high-precision LiDAR data and site-specific channel models to accomplish accurate LTE coverage simulations over large geographic areas. Measurements and simulations are also provided for millimeter wave (mmWave) communication to demonstrate the increasing coverage challenge in next-generation cellular networks. According to these results, without proper intervention, mmWave may further widen the digital divide. Potential cost-effective solutions are discussed to encourage more researchers to work on overcoming the rural coverage challenge.
引用
收藏
页码:1190 / 1194
页数:5
相关论文
共 35 条
  • [1] Device Selection and Beamforming Optimization in Large-Scale mmWave IoT Networks
    Dinh, Thi Ha Ly
    Kaneko, Megumi
    Fujii, Kaito
    IEEE INTERNET OF THINGS JOURNAL, 2022, 9 (24) : 25395 - 25408
  • [2] Coverage Analysis of RIS-Assisted mmWave Cellular Networks With 3D Beamforming
    Chen, Lin
    Yuan, Xiaojun
    Zhang, Ying-Jun Angela
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2024, 72 (06) : 3618 - 3633
  • [3] Large-Scale Spatial Distribution Identification of Base Stations in Cellular Networks
    Zhou, Yifan
    Zhao, Zhifeng
    Louet, Yves
    Ying, Qianlan
    Li, Rongpeng
    Zhou, Xuan
    Chen, Xianfu
    Zhang, Honggang
    IEEE ACCESS, 2015, 3 : 2987 - 2999
  • [4] Performance Analysis of a Downlink mmWave Communication in an IRS-Based Large-scale MIMO Networks
    Onal, Beyza
    Kabaoglu, Nihat
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2024, 73 (12) : 19327 - 19337
  • [5] Analysis of Large Scale Aerial Terrestrial Networks with mmWave Backhauling
    Kouzayha, Nour
    Elsawy, Hesham
    Dahrouj, Hayssam
    Alshaikh, Khlod
    Al-Naffouri, Tareq Y.
    Alouini, Mohamed-Slim
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (12) : 8362 - 8380
  • [6] Fluid Antenna With Linear MMSE Channel Estimation for Large-Scale Cellular Networks
    Skouroumounis, Christodoulos
    Krikidis, Ioannis
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2023, 71 (02) : 1112 - 1125
  • [7] Secrecy Performance Analysis in Large-scale Cellular Networks Via Stochastic Geometry
    Tao, Liwei
    Yang, Weiwei
    Cai, Yueming
    Chen, Dechuan
    PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2017, : 1444 - 1449
  • [8] Coverage Analysis for Energy-Harvesting UAV-Assisted mmWave Cellular Networks
    Wang, Xueyuan
    Gursoy, M. Cenk
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2019, 37 (12) : 2832 - 2850
  • [9] Channel Path Identification in mmWave Systems With Large-Scale Antenna Arrays
    Cheng, Ziming
    Tao, Meixia
    Kam, Pooi-Yuen
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 68 (09) : 5549 - 5562
  • [10] Passive Loop Interference Suppression in Large-Scale Full-Duplex Cellular Networks
    Psomas, Constantinos
    Krikidis, Ioannis
    2015 IEEE 16TH INTERNATIONAL WORKSHOP ON SIGNAL PROCESSING ADVANCES IN WIRELESS COMMUNICATIONS (SPAWC), 2015, : 291 - 295