Load Balancing Algorithm of Controller Based on SDN Architecture Under Machine Learning

被引:0
|
作者
Siyuan LIANG [1 ]
Wenli JIANG [1 ]
Fangli ZHAO [1 ]
Feng ZHAO [1 ]
机构
[1] Shaanxi Key Laboratory of Information Communication Network and Security, Xi’an University of Posts & Telecommunications
基金
中国国家自然科学基金;
关键词
D O I
暂无
中图分类号
TP181 [自动推理、机器学习]; TP393.02 [];
学科分类号
081104 ; 0812 ; 081201 ; 0835 ; 1201 ; 1405 ;
摘要
With the rapid development of cloud computing and other related services, higher requirements are put forward for network transmission and delay. Due to the inherent distributed characteristics of traditional networks, machine learning technology is diffcult to be applied and deployed in network control. The emergence of SDN technology provides new opportunities and challenges for the application of machine learning technology in network management. A load balancing algorithm of Internet of things controller based on data center SDN architecture is proposed. The Bayesian network is used to predict the degree of load congestion, combining reinforcement learning algorithm to make optimal action decision, self-adjusting parameter weight to adjust the controller load congestion, to achieve load balance, improve network security and stability.
引用
收藏
页码:578 / 588
页数:11
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