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基于Elman神经网络的网络流量建模及预测
引用本文:王俊松.基于Elman神经网络的网络流量建模及预测[J].计算机工程,2009,35(9):190-191.
作者姓名:王俊松
作者单位:天津大学自动化系,天津,300270
摘    要:根据实际网络中测量得到的网络流量数据,建立一个基于Elman神经网络的流量模型,介绍Elman神经网络的架构设计,并提出一种基于正交最小二乘的学习算法,在此基础上对网络流量进行预测。仿真实验结果表明,该模型具有良好的预测效果,相对于传统线性模型及BP神经网络模型具有更高的预测精度和更好的自适应性。

关 键 词:Elman神经网络  网络流量  建模  预测
修稿时间: 

Modeling and Prediction for Network Traffic Based on Elman Neural Network
WANG Jun-song.Modeling and Prediction for Network Traffic Based on Elman Neural Network[J].Computer Engineering,2009,35(9):190-191.
Authors:WANG Jun-song
Affiliation:Dept.of Automation;Tianjin University;Tianjin 300270
Abstract:With a large amount of network traffic data collected from the actual network,a network traffic model based on Elman neural network theory is constructed.The structure design of Elman neural network is introduced,and a leaning algorithm based on orthogonal least squares is proposed,on basis of which,the network traffic is predicted.Simulation experimental results show this model has better effect of prediction,and compared with traditional linear model and BP neural network model,it has higher precision and...
Keywords:Elman neural network  network traffic  modeling  prediction  
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