NEURAL NETWORK MODEL BASED ON FUZZY ARTMAP FOR FORECASTING OF HIGHWAY TRAFFIC DATA

D. Boto-Giralda, M. Antón-Rodríguez, F. J. Díaz -Pernas, J. F. Díez Higuera

2006

Abstract

In this article, a neural network model is presented for forecasting the average speed values at highway traffic detectors locations using the Fuzzy ARTMAP theory. The performance of the model is measured by the deviation between the speed values provided by the loop detectors and the predicted speed values. Different Fuzzy ARTMAP configuration cases are analysed in their training and testing phases. Some ad-hoc mechanisms added to the basic Fuzzy ARTMAP structure are also described to improve the entire model performance. The achieved results make this model suitable for being implemented on advanced traffic management systems (ATMS) and advanced traveller information system (ATIS).

Paper Citation

in Harvard Style

Boto-Giralda D., Antón-Rodríguez M., J. Díaz -Pernas F. and F. Díez Higuera J. (2006). NEURAL NETWORK MODEL BASED ON FUZZY ARTMAP FOR FORECASTING OF HIGHWAY TRAFFIC DATA . In Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-972-8865-59-7, pages 19-25. DOI: 10.5220/0001213000190025

in Bibtex Style

@conference{icinco06,
author={D. Boto-Giralda and M. Antón-Rodríguez and F. J. Díaz -Pernas and J. F. Díez Higuera},
title={NEURAL NETWORK MODEL BASED ON FUZZY ARTMAP FOR FORECASTING OF HIGHWAY TRAFFIC DATA},
booktitle={Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2006},
pages={19-25},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001213000190025},
isbn={978-972-8865-59-7},
}

in EndNote Style

TY - CONF
JO - Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - NEURAL NETWORK MODEL BASED ON FUZZY ARTMAP FOR FORECASTING OF HIGHWAY TRAFFIC DATA
SN - 978-972-8865-59-7
AU - Boto-Giralda D.
AU - Antón-Rodríguez M.
AU - J. Díaz -Pernas F.
AU - F. Díez Higuera J.
PY - 2006
SP - 19
EP - 25
DO - 10.5220/0001213000190025