A new approach to the prediction of passenger flow in a transit system

被引:34
作者
Zhao, Shu-Zhi [1 ]
Ni, Tong-He [1 ]
Wang, Yang [1 ]
Gao, Xiang-Tao [1 ]
机构
[1] Jilin Univ, Transportat & Traff Coll, Changchun 130025, Peoples R China
关键词
Bus passenger flow; Non-linear prediction; Chaos recognition; Wavelets; MODEL; CHAOS;
D O I
10.1016/j.camwa.2010.08.023
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A non-linear model is proposed for predicting the rate of passenger flow in a transit system, and its chaotic characteristic is observed. Using wavelets analysis, the passenger flow data for a whole day are decomposed in a multi-scale way to obtain decomposition sequences. Subsequently, a neural network approach is used to predict the sequences. Finally the passenger flow value can be predicted when the predicted sequences are reconstructed. Results show that the present approach is a feasible method for passenger flow prediction. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1968 / 1974
页数:7
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