The Model of Short-time Traffic Flow Prediction on High-grade Highway

被引:0
|
作者
Chen, Hong [1 ]
Yuan, Yuwei [1 ]
Sun, Juan [1 ]
Bao, Na [1 ]
机构
[1] Changan Univ, Coll Highway, Xian 710064, Shanxi, Peoples R China
来源
关键词
Model of short-term prediction; Wavelet analysis; RBF neural network; High-grade highway; Traffic flow characteristics;
D O I
10.4028/www.scientific.net/AMR.255-260.4128
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In order to study the short-time traffic flow prediction on high-grade highway, the article proposed a model based on wavelet analysis and RBF neural network. Aiming to the traffic flow's characteristic of highway, the study focus on three facet: network topology, the difference of continuous flow and discontinuous flow, the flow of lanes' uplink and downlink are not equal. Thus the article use the wavelet analysis to do data preprocessing, then structure the model of short-term traffic flow prediction based on RBF neural network. The experiment result shows that the new hybrid model adapt to high-grade highway, and model considering traffic flow characteristic is better than the model which is not. Meanwhile the model has the higher precision of prediction.
引用
收藏
页码:4128 / 4132
页数:5
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