Traffic Load Minimization in Software Defined Wireless Sensor Networks

被引:52
|
作者
Li, Guozhi [1 ]
Guo, Songtao [1 ]
Yang, Yang [1 ]
Yang, Yuanyuan [2 ,3 ]
机构
[1] Southwest Univ, Coll Elect & Informat Engn, Key Lab Networks & Cloud Comp Secur Univ Chongqin, Chongqing 400715, Peoples R China
[2] Southwest Univ, Coll Elect & Informat Engn, Chongqing 400715, Peoples R China
[3] SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11794 USA
来源
IEEE INTERNET OF THINGS JOURNAL | 2018年 / 5卷 / 03期
基金
中国国家自然科学基金;
关键词
Flow splitting optimization (FSO) algorithm; software defined networking (SDN); traffic load minimization (TLM); wireless sensor networks (WSNs); 5G;
D O I
10.1109/JIOT.2018.2797906
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The emerging software defined networking enables the separation of control plane and data plane and saves the resource consumption of the network. Breakthrough in this area has opened up a new dimension to the design of software defined method in wireless sensor networks (WSNs). However, the limited routing strategy in software defined WSNs (SDWSNs) imposes a great challenge in achieving the minimum traffic load. In this paper, we propose a flow splitting optimization (FSO) algorithm for solving the problem of traffic load minimization (TLM) in SDWSNs by considering the selection of optimal relay sensor node and the transmission of optimal splitting flow. To this end, we first establish the model of different packet types and describe the TLM problem. We then formulate the TLM problem into an optimization problem which is constrained by the load of sensor nodes and the packet similarity between different sensor nodes. Afterwards, we present a Levenberg-Marquardt algorithm for solving the optimization problem of traffic load. We also provide the convergence analysis of the Levenberg-Marquardt algorithm. Finally, we implement the FSO algorithm in the NS-2 simulator and give extensive simulation results to verify the efficiency of FSO algorithm in SDWSNs.
引用
收藏
页码:1370 / 1378
页数:9
相关论文
共 50 条
  • [41] Data Aggregation in Software-Defined Wireless Sensor Networks: A Review
    Egidius, Pineas M.
    Abu-Mahfouz, Adnan M.
    Ndiaye, Musa
    Hancke, Gerhard P.
    2019 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2019, : 1749 - 1754
  • [42] Implementation Technology Software-defined networking in Wireless Sensor Networks
    Aleksander, Marek Boguslav
    Dubchak, Lesia
    Chyzh, Vitalii
    Naglik, Artur
    Yavorski, Anton
    Yavorska, Natalia
    Karpinski, Mikolaj
    2015 IEEE 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS (IDAACS), VOLS 1-2, 2015, : 448 - 452
  • [43] Software Defined Wireless Sensor Networks Mangement and Security Challenges: a review
    Thupae, Ratanang
    Isong, Bassey
    Gasela, Naison
    Abu-Mahfouz, Adnan M.
    IECON 2018 - 44TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2018, : 4736 - 4741
  • [44] A CoAP Based Control Plane for Software Defined Wireless Sensor Networks
    Miguel, Marcio L. F.
    Penna, Manoel C.
    Jamhour, Edgard
    Pellenz, Marcelo E.
    JOURNAL OF COMMUNICATIONS AND NETWORKS, 2017, 19 (06) : 555 - 562
  • [45] An efficient Markov energy predictor for software defined wireless sensor networks
    Rahimifar, Atefeh
    Seifi Kavian, Yousef
    Kaabi, Hooman
    Soroosh, Mohammad
    WIRELESS NETWORKS, 2022, 28 (8) : 3391 - 3409
  • [46] Towards A Distributed Control System For Software Defined Wireless Sensor Networks
    Kobo, Hlabishi I.
    Hancke, Gerhard P.
    Abu-Mahfouz, Adnan M.
    IECON 2017 - 43RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2017, : 6125 - 6130
  • [47] Software-defined wireless sensor networks in smart grids: An overview
    Abujubbeh, Mohammad
    Al-Turjman, Fadi
    Fahrioglu, Murat
    SUSTAINABLE CITIES AND SOCIETY, 2019, 51
  • [48] Comparison of Localisation Estimation Algorithms in Software Defined Wireless Sensor Networks
    Cloete, Olaus P.
    Abu-Mahfouz, Adnan M.
    Hancke, Gerhard P.
    2019 IEEE 28TH INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE), 2019, : 1556 - 1561
  • [49] Performance Analysis of Software-Defined Multihop Wireless Sensor Networks
    Jurado-Lasso, F. Fernando
    Clarke, Ken
    Nirmalathas, Ampalavanapillai
    IEEE SYSTEMS JOURNAL, 2020, 14 (04): : 4653 - 4662
  • [50] A Collaborative Security Framework for Software-Defined Wireless Sensor Networks
    Miranda, Christian
    Kaddoum, Georges
    Bou-Harb, Elias
    Garg, Sahil
    Kaur, Kuljeet
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2020, 15 : 2602 - 2615