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Prediction of Internet Traffic Based on Elman Neural Network

Prediction of Internet Traffic Based on Elman Neural Network

作     者:Wang Junsong~1,Wang Jiukun~2,Zeng Maohua~2,Wang Junjie~2 1 Tianjin University of Technology and Education,Tianjin,300222.2 Dagang Oil Field,Tianjin,300280. 

会议名称:《2009中国控制与决策会议》

会议日期:2009年

学科分类:12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 08[工学] 081201[工学-计算机系统结构] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

基  金:supported by National Nature Science Foundation under Grant 60772167/F010104 

关 键 词:Internet traffic Elman Neural network Modeling Prediction 

摘      要:正Predicting internet traffic is needed for effective dynamic bandwidth allocation and for quality-of-service (QoS) control strategies implemented at the network *** this paper,a method is presented to model and predict the internet traffic based on Elman neural network(Elman-NN).The traffic is viewed as a time series,which is nonlinear and variant *** Elman neural network is employed to model the relationship with a satisfactory accuracy,and the Elman NN-based traffic model is used to conduct prediction for the future *** simulation results show that this method is feasible and efficient to model and predict the traffic.

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