Systems and techniques for enhancing accuracy of traffic prediction include a system of one or more computers operable to receive a request relating to traffic prediction, compare a first prediction error for a first (moving average) traffic prediction model with a second prediction error for a second (historical average) traffic prediction model, calculated using a historical data set selected from previously recorded traffic data in accordance with a day and time associated with the request, select use of the first model or the second model based on the comparison of prediction errors, and provide an output for use in traffic prediction, wherein the output comes from applying the first traffic prediction model when the first prediction error is less than the second prediction error, and the output comes from applying the second traffic prediction model when the first prediction error is not less than the second prediction error.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Traffic prediction using real-world transportation data


    Beteiligte:
    PAN BEI (Autor:in) / DEMIRYUREK UGUR (Autor:in) / SHAHABI CYRUS (Autor:in)

    Erscheinungsdatum :

    12.06.2018


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



    Traffic prediction using real-world transportation data

    PAN BEI / DEMIRYUREK UGUR / SHAHABI CYRUS | Europäisches Patentamt | 2016

    Freier Zugriff


    Real-Time Traffic Data Collection for Transportation Telematics

    Westerman, M. | British Library Conference Proceedings | 1996



    Traffic Flow Prediction for Road Transportation Networks With Limited Traffic Data

    Abadi, Afshin / Rajabioun, Tooraj / Ioannou, Petros A. | IEEE | 2015