Proceedings of the 2015 International Conference on Computer Science and Intelligent Communication

Error Correction and Wavelet Neural Network Based Short-term Traffic Flow Prediction

Authors
Yulin Pan, Dong Wang, Xiaohong Li, Zhu Xiao
Corresponding Author
Yulin Pan
Available Online July 2015.
DOI
https://doi.org/10.2991/csic-15.2015.19How to use a DOI?
Keywords
Traffic flow prediction, Wavelet neural network, ARIMA, Error correction
Abstract

Real-time and accurate short-term traffic flow prediction is an important part of intelligent transportation system research. Wavelet neural network is a preferable method for predicting traffic flow. However, its performance is not satisfactory since it’s easy to fall into local optimum. This paper proposed an Error Correction Wavelet Neural Network prediction method (EC-WNN) to predict short-term traffic flow. First, we use Wavelet Neural Network to predict the traffic flow, and build the error prediction model of Auto-Regressive Integrated Moving Average (ARIMA) based on the error series. Then we use the prediction errors to update the prediction results. Finally, the real detected traffic data are used to evaluate the precision of the model, the results show that EC-WNN is superior to traditional WNN in accuracy of prediction.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2015 International Conference on Computer Science and Intelligent Communication
Series
Advances in Computer Science Research
Publication Date
July 2015
ISBN
978-94-62520-84-4
ISSN
2352-538X
DOI
https://doi.org/10.2991/csic-15.2015.19How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Yulin Pan
AU  - Dong Wang
AU  - Xiaohong Li
AU  - Zhu Xiao
PY  - 2015/07
DA  - 2015/07
TI  - Error Correction and Wavelet Neural Network Based Short-term Traffic Flow Prediction
BT  - Proceedings of the 2015 International Conference on Computer Science and Intelligent Communication
PB  - Atlantis Press
SP  - 83
EP  - 86
SN  - 2352-538X
UR  - https://doi.org/10.2991/csic-15.2015.19
DO  - https://doi.org/10.2991/csic-15.2015.19
ID  - Pan2015/07
ER  -