A Load Balancing Mechanism for 5G Data Centers

被引:0
|
作者
Cui, Xin [1 ]
Meng, Qingke [1 ]
Wang, Weihan [2 ]
机构
[1] Shandong Univ Technol, Sch Comp Sci & Technol, Zibo, Peoples R China
[2] Shanghai Normal Univ, Sch Informat & Mech Engn, Shanghai, Peoples R China
关键词
SDN; 5G data center; Elephant Flow; Neural Networks;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The popularity of 5G technology and related services has caused a sharp increase in network traffic, so there are higher requirements for traffic load balancing within the data center. For 5G data center network resource management and load balancing, a load balancing routing algorithm based on SDN(software defined network) flow scheduling and neural network differential movement is proposed. In this paper, traffic is distributed into Elephant Flow and Mice Flow. At the same time, they are initially routed by different methods, and the movement merit of the variance of link utilization is calculated to determine whether the reroute mechanism requires being activated. Additionally, to set the message cost aside, an improved binary fallback algorithm is used to determine the timing of calculating the variance shift value of link utilization. The routing mechanism includes convection discrimination, radical route and reroute. The routing flow merit obtained by the initial flow and the routing mechanism is used as the input of the training set and the output is used to train the neural network. At the same time, the neural network and the processing of the difference value are used to obtain the equilibrium of the new flow to the entire network.
引用
收藏
页码:812 / 815
页数:4
相关论文
共 50 条
  • [31] Service Load Balancing in Fog-based 5G Radio Access Networks
    Jijin, Jofina
    Seet, Boon-Chong
    Chong, Peter Han Joo
    Jarrah, Hazim
    2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [32] Service Scheduling Scheme Based Load Balancing for 5G/HetNets Cloud RAN
    Chabbouh, Olfa
    Ben Rejeb, Sonia
    Agoulmine, Nazim
    Choukair, Zied
    2017 IEEE 31ST INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS (AINA), 2017, : 843 - 849
  • [33] Dynamic Load Balancing across Multi-radio Access Bearers in 5G
    Subburayalu, Narasimman
    Natarajan, Sridharan
    Das, Debabrata
    2019 11TH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS & NETWORKS (COMSNETS), 2019, : 341 - 346
  • [34] Load Balancing for Future 5G Network Communication: Performance and Trade-off
    Furqan, Muhammad
    Iqbal, Shahid
    Wasim, Muhammad
    Huang, Yongming
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND KNOWLEDGE ECONOMY (ICCIKE' 2019), 2019, : 691 - 695
  • [35] Handover-based Load Balancing Algorithm for 5G and Beyond Heterogeneous Networks
    Hatipoglu, Abdussamet
    Basaran, Mehmet
    Yazici, Mehmet Akif
    Durak-Ata, Lutfiye
    2020 12TH INTERNATIONAL CONGRESS ON ULTRA MODERN TELECOMMUNICATIONS AND CONTROL SYSTEMS AND WORKSHOPS (ICUMT 2020), 2020, : 7 - 12
  • [36] Handover and load balancing self-optimization models in 5G mobile networks
    Saad, Wasan Kadhim
    Shayea, Ibraheem
    Alhammadi, Abdulraqeb
    Sheikh, Muntasir Mohammad
    El-Saleh, Ayman A.
    ENGINEERING SCIENCE AND TECHNOLOGY-AN INTERNATIONAL JOURNAL-JESTECH, 2023, 42
  • [37] Prototyping and Load Balancing the Service Based Architecture of 5G Core using NFV
    Buyakar, Tulja Vamshi Kiran
    Agarwal, Harsh
    Tamma, Bheemarjuna Reddy
    Franklin, Antony A.
    PROCEEDINGS OF THE 2019 IEEE CONFERENCE ON NETWORK SOFTWARIZATION (NETSOFT 2019), 2019, : 228 - 232
  • [38] Load balancing and control using particle swarm optimisation in 5G heterogeneous networks
    Shami, Tareq M.
    Grace, David
    Burr, Alister
    2018 EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS (EUCNC), 2018, : 141 - 145
  • [39] LBCN: Load Balancing based on Congestion Notification in CRAN Networks for 5G Transport
    Man, Zhang
    Jiang, Lingge
    He, Chen
    He, Di
    Li, Ping
    2019 4TH INTERNATIONAL CONFERENCE ON SMART AND SUSTAINABLE TECHNOLOGIES (SPLITECH), 2019, : 145 - 150
  • [40] ROBUST GEOGRAPHICAL LOAD BALANCING FOR SUSTAINABLE DATA CENTERS
    Chen, Tianyi
    Zhang, Yu
    Wang, Xin
    Giannakis, Georgios B.
    2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 3526 - 3530