A Multi-controller Load Balancing Strategy for Software Defined WiFi Networks

被引:9
|
作者
Manzoor, Sohaib [1 ]
Hei, Xiaojun [1 ]
Cheng, Wenqing [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Elect Informat & Commun, Wuhan 430074, Hubei, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
WiFi; SDN; Load balancing; Multi-controllers; SECURITY;
D O I
10.1007/978-3-030-00015-8_54
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Software DefinedWiFi networks (SD-WiFi) support scalable network control functions, flexible resource allocation and changes in traffic. But the load balancing in SD-WiFi is challenging due to involvement of numerous users in the network. In this paper, we propose an efficient algorithm approach to achieve load balancing in SD-WiFi architecture. The user generated traffic arrives at WiFi access points (APs), which is classified into high prioritized (HP) flows and low prioritized (LP) flows, based on flow size and delay constraint values using support vector machine (SVM). Controllers are organized as two-tier: global controller (GC) and local controllers (LC). Markov Chain Model (MCM) is employed with two transition states as overloaded and underloaded in GC to predict future load of LCs based on the current load. The optimal underloaded LC for flow migration is selected by using Type-2 Fuzzy based Particle Swarm Optimization (TFPSO) algorithm. We conducted extensive simulation experiments to evaluate the performance of the proposed scheme using OMNeT++ simulator. The proposed scheme outperforms flow stealer scheme by a 33% increase in throughput and 70% in workload performance. In comparison to MPSO-CO scheme the proposed scheme exhibits better latency results.
引用
收藏
页码:622 / 633
页数:12
相关论文
共 50 条
  • [1] EXPRL: experience and prediction based load balancing strategy for multi-controller software defined networks
    Banerjee A.
    Hussain D.M.A.
    [J]. International Journal of Information Technology, 2022, 14 (4) : 2155 - 2169
  • [2] Load balancing-based multi-controller coordinated deployment strategy in software defined optical networks
    Zhao, Yongli
    Liu, Chuan
    Wang, Hua
    Fu, Xinfeng
    Shao, Qi
    Zhang, Jie
    [J]. OPTICAL FIBER TECHNOLOGY, 2018, 46 : 198 - 204
  • [3] Multi-controller Placement Strategy Based on Latency and Load in Software Defined Network
    Shi Jiugen
    Xie Yijun
    Sun Li
    Guo Sheng
    Liu Yali
    [J]. JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2019, 41 (08) : 1869 - 1876
  • [4] An SDN Enhanced Load Balancing Mechanism for a Multi-Controller WiFi Network
    Manzoor, Sohaib
    Akber, Syed Muhammad Abrar
    Menhas, Muhammad Ilyas
    Imran, Muhammad
    Sajid, Muhammad
    Talal, Hassan
    Samad, Usama
    [J]. 2018 1ST IEEE INTERNATIONAL CONFERENCE ON POWER, ENERGY AND SMART GRID (ICPESG), 2018,
  • [5] Multi-Controller Traffic Engineering in Software Defined Networks
    Sridharan, Vignesh
    Gurusamy, Mohan
    Tram Truong-Huu
    [J]. 2017 IEEE 42ND CONFERENCE ON LOCAL COMPUTER NETWORKS (LCN), 2017, : 137 - 145
  • [6] Research on Multi-controller Deployment Strategy Based on Latency and Load in Software Defined Network
    HUANG Meigen
    YUAN Xue
    WU Lingling
    SUN Peisi
    [J]. JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, 2022, 44 (01) : 288 - 294
  • [7] A Dynamic Association Strategy for Controller Load Balancing in Software-Defined Networks
    Li, Shuangqing
    Li, Zhihao
    Zhang, Weiqi
    [J]. 2022 23RD ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS 2022), 2022, : 211 - 216
  • [8] Improving Switch-to-Controller Assignment with Load Balancing in Multi-controller Software Defined WAN (SD-WAN)
    El Kamel, Ali
    Youssef, Habib
    [J]. JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT, 2020, 28 (03) : 553 - 575
  • [9] Load balancing strategy for SDN multi-controller clusters based on load prediction
    Junbi Xiao
    Xingjian Pan
    Jianhang Liu
    Jian Wang
    Peiying Zhang
    Laith Abualigah
    [J]. The Journal of Supercomputing, 2024, 80 : 5136 - 5162
  • [10] Improving Switch-to-Controller Assignment with Load Balancing in Multi-controller Software Defined WAN (SD-WAN)
    Ali El Kamel
    Habib Youssef
    [J]. Journal of Network and Systems Management, 2020, 28 : 553 - 575