Prediction of Traffic Flow Based on Cellular Automaton

被引:3
|
作者
Bao, Juan [1 ]
Chen, Wei [1 ]
Xiang, Zheng-tao [2 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Peoples R China
[2] Hubei Univ Automot Technol, Sch Elect & Informat Engn, Shiyan 442002, Peoples R China
关键词
cellular automaton; traffic flow; grey mode; Markov model; data envelopment analysis;
D O I
10.1109/ICIICII.2015.107
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Traffic flow forecasting is an important foundation for intelligent traffic system control and guidance, while microscopic traffic flow model plays an important role to reproduce the basic characteristics of traffic flow and to be an important part of traffic control. Based on the NS cellular automaton model, using grey model of Markov residual modification, and introducing the prediction theory of grey envelope, a new grey envelope prediction model has been established. Through simulation experiment, the predicted value of average speed of every minute has been obtained by the proposed model, and meanwhile compared with Kalman filtering model and traditional grey prediction, the results have shown that there is better precision in the proposed prediction model, which can solve problems of prediction accuracy, such as time series of strong randomness and volatile sequence.
引用
收藏
页码:88 / 92
页数:5
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