Mobile Device Localization in 5G Wireless Networks

被引:0
|
作者
Wang, Dandan [1 ]
Hosangadi, Gurudutt [1 ]
Monogioudis, Pantelis [1 ]
Rao, Anil [1 ]
机构
[1] Nokia, Murray Hill, NJ 07922 USA
关键词
D O I
10.1109/iccnc.2019.8685597
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
As wireless networks are evolving into 5G, tremendous amount of data will be shared on the newly developed open source platforms. These data can be used in developing new services. Among which, location information of mobile devices are extremely useful. For example, the location information can be used to assist wireless operators to trouble shoot the network performance. It can also be used to provide some location assisted service. However, some of these devices may be designed for limited budget that do not have the capability of GPS. Furthermore, operators may not have access to the GPS information on the mobile devices. In this paper, we propose a novel machine learning based approach to estimate the location of the mobile devices based on the measurement data that mobiles reported during every call and session. Our proposed algorithm utilizes the advanced features of 5G wireless network, such as the beam information. Simulation shows that the proposed solution can achieve 4ni accuracy for LoS enviorment and 12m accuracy for mixed LoS and NLoS environment. And the proposed algorithm can also work even with only the information from one base station.
引用
收藏
页码:185 / 190
页数:6
相关论文
共 50 条
  • [41] Metal Antenna for 5G Mobile Networks
    Rhee, Eugene
    2015 SEVENTH INTERNATIONAL CONFERENCE ON UBIQUITOUS AND FUTURE NETWORKS, 2015, : 112 - 114
  • [42] Green Mobile Networks for 5G and Beyond
    Masoudi, Meysam
    Khafagy, Mohammad Galal
    Conte, Alberto
    El-Amine, Ali
    Francoise, Brian
    Nadjahi, Chayan
    Salem, Fatma Ezzahra
    Labidi, Wael
    Sural, Altug
    Gati, Azeddine
    Bodere, Dominique
    Arikan, Erdal
    Aklamanu, Fred
    Louahlia-Gualous, Hasna
    Lallet, Julien
    Pareek, Kuldeep
    Nuaymi, Loutfi
    Meunier, Luc
    Silva, Paulo
    Almeida, Nuno T.
    Chahed, Tijani
    Sjolund, Tord
    Cavdar, Cicek
    IEEE ACCESS, 2019, 7 : 107270 - 107299
  • [43] Recent Progresses on Efficient Mobile Front-Haul for 5G Wireless Networks
    Liu, Xiang
    Effenberger, Frank
    Zeng, Huaiyu
    Megeed, Sharief
    43RD EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC 2017), 2017,
  • [44] Research on wireless coverage area detection technology for 5G mobile communication networks
    Wang, Hongjun
    Zhou, Yu
    Sha, Wenhao
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2017, 13 (12):
  • [45] Virtual User Emulation and Resource Allocation Designs for 5G Mobile Wireless Networks
    Wu, Pei-Ying
    Shen, Li-Hsiang
    Feng, Kai-Ten
    2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [46] Radio Access Network Coordination Framework Toward 5G Mobile Wireless Networks
    Ngoc-Dung Dao
    Zhang, Hang
    Li, Xu
    Leroux, Philippe
    2015 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2015, : 1039 - 1043
  • [47] Editorial: Device-to-Device Communication in 5G Networks
    Sanjay Kumar Biswash
    Artur Ziviani
    Raj Jain
    Jia-Chin Lin
    Joel J. P. C. Rodrigues
    Mobile Networks and Applications, 2017, 22 : 995 - 997
  • [48] Direct Device-to-Device Communication in 5G Networks
    Abd, Senan Ali
    Manjunath, S. S.
    Abdulhayan, Sayed
    2016 INTERNATIONAL CONFERENCE ON COMPUTATION SYSTEM AND INFORMATION TECHNOLOGY FOR SUSTAINABLE SOLUTIONS (CSITSS), 2016, : 216 - 219
  • [49] Editorial: Device-to-Device Communication in 5G Networks
    Biswash, Sanjay Kumar
    Ziviani, Artur
    Jain, Raj
    Lin, Jia-Chin
    Rodrigues, Joel J. P. C.
    MOBILE NETWORKS & APPLICATIONS, 2017, 22 (06): : 995 - 997
  • [50] SECURE SOCIAL NETWORKS IN 5G SYSTEMS WITH MOBILE EDGE COMPUTING, CACHING, AND DEVICE-TO-DEVICE COMMUNICATIONS
    He, Ying
    Yu, F. Richard
    Zhao, Nan
    Yin, Hongxi
    IEEE WIRELESS COMMUNICATIONS, 2018, 25 (03) : 103 - 109