Load-Balanced and QoS-Aware Software-Defined Internet of Things

被引:39
|
作者
Montazerolghaem, Ahmadreza [1 ]
Yaghmaee, Mohammad Hossein [2 ]
机构
[1] Quchan Univ Technol, Dept Comp Engn, Quchan 9477167335, Iran
[2] Ferdowsi Univ Mashhad, Dept Comp Engn, Mashhad 9177911111, Razavi Khorasan, Iran
来源
IEEE INTERNET OF THINGS JOURNAL | 2020年 / 7卷 / 04期
关键词
Fuzzy logic; Internet of Things (IoT) softwarization; large-scale IoT network; load balancing; software-defined networking (SDN); IOT; SDN; IMPLEMENTATION; TIME;
D O I
10.1109/JIOT.2020.2967081
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Internet of Things (IoT) offers a variety of solutions to control industrial environments. The new generation of IoT consists of millions of machines generating huge traffic volumes; this challenges the network in achieving the Quality-of-Service (QoS) and avoiding overload. Diverse classes of applications in IoT are subject to specific QoS treatments. In addition, traffic should be distributed among IoT servers based on their available capacity. In this article, we propose a novel framework based on software-defined networking (SDN) to fulfill the QoS requirements of various IoT services and to balance traffic between IoT servers simultaneously. At first, the problem is formulated as an integer linear programming (ILP) model that is NP-hard. Then, a predictive and proactive heuristic mechanism based on time-series analysis and fuzzy logic is proposed. Afterward, the proposed framework is implemented in a real testbed, which consists of the Open vSwitch, Floodlight controller, and Kaa servers. To evaluate the performance, various experiments are conducted under different scenarios. The results indicate the improved IoT QoS parameters, including throughput and delay, and illustrate the nonoccurrence of overload on IoT servers in heavy traffic. Furthermore, the results show improved performance compared to similar methods.
引用
收藏
页码:3323 / 3337
页数:15
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