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
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