A SON Decision-Making Framework for Intelligent Management in 5G Mobile Networks

被引:0
作者
Jiang, Wei [1 ,2 ]
Strufe, Mathias [1 ]
Schotten, Hans D. [1 ,2 ]
机构
[1] German Res Ctr Artificial Intelligence, DFKI, Kaiserslautern, Germany
[2] Univ Kaiserslautern, Dept Elect & Comp Engn, Kaiserslautern, Germany
来源
PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC) | 2017年
基金
欧盟地平线“2020”;
关键词
5G; artificial intelligence; machine learning; network management; self-organized network;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The 5th Generation (5G) mobile system is envisioned to become more complicated and heterogeneous to meet the radical Key Performance Indicators specified in ITU-R IMT-2020. It imposes a great challenge on today's manual and semi-automated network management in 3G/4G systems. Taking advantage of cutting-edge technologies in the area of Artificial Intelligence and Self-Organized Network (SON), the concept of intelligent network management provides an effective solution and therefore attracts the attention of 5G research community. In this paper, a SON decision-making framework is proposed to provide a possible method to realize intelligent management for the upcoming 5G networks. Two complementary decision-making approaches, namely Rule-based and Machine Learning-based intelligence, their interactions, and lifecycle management of intelligence slices are presented. Moreover, the setup of a wireless network test-bed, as well as some experimental results to verify the effectiveness of the proposed framework, are illustrated.
引用
收藏
页码:1158 / 1162
页数:5
相关论文
共 11 条
  • [1] [Anonymous], 2015, 5G WHIT PAP
  • [2] [Anonymous], 2011, TOP 10 PAIN POINTS O
  • [3] Jiang W., 2017, P EUR WIR DRESD GERM, P1
  • [4] Jiang W., 2017, P EUR C NET COMM EUC
  • [5] Jiang W., 2017, P IEEE INT S PERS IN, P1
  • [6] Optimization of load balancing using fuzzy Q-Learning for next generation wireless networks
    Munoz, P.
    Barco, R.
    de la Bandera, I.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (04) : 984 - 994
  • [7] Neves P., 2016, INT J DISTRIBUTED SE, V16
  • [8] OpenAirInterface: A Flexible Platform for 5G Research
    Nikaein, Navid
    Marina, Mahesh K.
    Manickam, Saravana
    Dawson, Alex
    Knopp, Raymond
    Bonnet, Christian
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2014, 44 (05) : 33 - 38
  • [9] Saeed A., 2012, P IEEE WIR COMM NETW
  • [10] FROM NETWORK SHARING TO MULTI-TENANCY: THE 5G NETWORK SLICE BROKER
    Samdanis, Konstantinos
    Costa-Perez, Xavier
    Sciancalepore, Vincenzo
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2016, 54 : 32 - 39