Data Analytics in the 5G Radio Access Network and its Applicability to Fixed Wireless Access

被引:3
|
作者
Sallent, O. [1 ]
Perez-Romero, J. [1 ]
Ferrus, R. [1 ]
Agusti, R. [1 ]
机构
[1] UPC, Barcelona, Spain
基金
欧盟地平线“2020”;
关键词
5G; Data Analytics; Radio Admission Control; Fixed Wireless Access;
D O I
10.1109/vtcspring.2019.8746553
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
This paper discusses the exploitation of data analytics for supporting the operation of Radio Resource Management (RRM) in the Next Generation Radio Access Network (NG-RAN), analysing the need for standardised and open frameworks and the specific characteristics of the NG-RAN that impact on the design of data analytics solutions. As a practical example of this concept, a simple but illustrative use case is presented, which intends to enhance the Radio Admission Control (RAC) function with data analytics information in scenarios with both Fixed Wireless Access (FWA) users and mobile users. A functional framework for the realization of the proposed solution is described and the performance of the RAC algorithm is evaluated under different scenario conditions to better delimitate its potential.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] AN ONLINE LEARNING TOOL FOR 5G RADIO ACCESS NETWORK DIMENSIONING
    Wong, Yi Ying
    Chuah, Teong Chee
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2023, 18 (03): : 1670 - 1684
  • [32] mCRAN: A Radio Access Network Architecture for 5G Indoor Communications
    Chandra, Kishor
    Cao, Zizheng
    Bruintjes, T. M.
    Prasad, R. Venkatesha
    Karagiannis, G.
    Tangdiongga, Eduward
    van den Boom, H. P. A.
    Kokkeler, A. B. J.
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION WORKSHOP (ICCW), 2015, : 300 - 305
  • [33] Intelligent Resource Scheduling for 5G Radio Access Network Slicing
    Yan, Mu
    Feng, Gang
    Zhou, Jianhong
    Sun, Yao
    Liang, Ying-Chang
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (08) : 7691 - 7703
  • [34] Optical Access Network Technology for 5G Wireless Front/Backhaul Network
    Terada, Jun
    Shimada, Tatsuya
    Shimizu, Tatsuya
    Otaka, Akihiro
    2016 21ST OPTOELECTRONICS AND COMMUNICATIONS CONFERENCE (OECC) HELD JOINTLY WITH 2016 INTERNATIONAL CONFERENCE ON PHOTONICS IN SWITCHING (PS), 2016,
  • [35] NO Stack for Enhancing Mobility Performance in 5G Radio Access Network
    Zheng, Xiangyun
    Ge, Lu
    Tang, Youxi
    Liu, Bei
    Zeng, Jie
    Su, Xin
    2018 INTERNATIONAL CONFERENCE ON COMPUTER, INFORMATION AND TELECOMMUNICATION SYSTEMS (IEEE CITS 2018), 2018, : 114 - 118
  • [36] 5G Radio Access Network Architecture for Terrestrial Broadcast Services
    Saily, Mikko
    Estevan, Carlos Barjau
    Gimenez, Jordi Joan
    Tesema, Fasil
    Guo, Wei
    Gomez-Barquero, David
    Mi, De
    IEEE TRANSACTIONS ON BROADCASTING, 2020, 66 (02) : 404 - 415
  • [37] Analysis of network topology and deployment mode of 5G wireless access network
    Liu, Zhiliang
    Zou, Zengzhi
    COMPUTER COMMUNICATIONS, 2020, 160 : 34 - 42
  • [38] Hybrid Radio Resource Management for Time-Varying 5G Heterogeneous Wireless Access Network
    Zarin, Nagina
    Agarwal, Anjali
    IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, 2021, 7 (02) : 594 - 608
  • [39] Architectural and Financial Considerations for Deploying 5G Based Fixed Wireless Access
    Topyan, Kudret
    Ulema, Mehmet
    2020 IEEE INTERNATIONAL BLACK SEA CONFERENCE ON COMMUNICATIONS AND NETWORKING (BLACKSEACOM), 2020,
  • [40] Cost Comparisons of Backhaul Transport Technologies for 5G Fixed Wireless Access
    Xie, Weisheng
    Mao, Nien-Tai
    Rundberget, Kirsten
    2018 IEEE 5G WORLD FORUM (5GWF), 2018, : 159 - 163