Network Traffic Prediction Based on Wavelet Transform and Genetic Algorithm

被引:1
|
作者
Zhao, Xuehui [1 ]
Zheng, Wanbo [1 ]
Ding, Lei [1 ]
Zhang, Xingang [1 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun, Jilin, Peoples R China
来源
关键词
BP neural network; Wavelet transform; Network traffic prediction; Time series; Genetic algorithms;
D O I
10.1007/978-3-319-74521-3_22
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The traditional network traffic prediction is based on the establishment of a linear model, which can't describe the changes of network traffic accurately, resulting in low prediction accuracy. This paper proposes a new model of network traffic prediction based on wavelet transform and Genetic Algorithm. Firstly, after a wavelet decomposition, network traffic is turned into many stable components. Secondly, using BP neural network to predict each stable component, and optimizing neural network by genetic algorithm. Finally, all the prediction of components is combined to achieve highly-accurate traffic prediction. The experimental results show that the model has a better predictive effect.
引用
收藏
页码:189 / 200
页数:12
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