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Authors: D. Boto-Giralda ; M. Antón-Rodríguez ; F. J. Díaz -Pernas and J. F. Díez Higuera

Affiliation: ETSIT Universidad de Valladolid, Spain

Keyword(s): Fuzzy ARTMAP, travel cost estimates, ATIS.

Related Ontology Subjects/Areas/Topics: Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Neural Networks Based Control Systems

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).

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Paper citation in several formats:
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 3: ICINCO; ISBN 978-972-8865-59-7; ISSN 2184-2809, SciTePress, pages 19-25. DOI: 10.5220/0001213000190025

@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 3: ICINCO},
year={2006},
pages={19-25},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001213000190025},
isbn={978-972-8865-59-7},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the Third International Conference on Informatics in Control, Automation and Robotics - Volume 3: ICINCO
TI - NEURAL NETWORK MODEL BASED ON FUZZY ARTMAP FOR FORECASTING OF HIGHWAY TRAFFIC DATA
SN - 978-972-8865-59-7
IS - 2184-2809
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
PB - SciTePress

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