The invention relates to a Markov chain and neural network based traffic congestion state combined prediction method. The Markov chain and neural network based traffic congestion state combined prediction method comprises the following steps of 1 adopting a similar-PageRank Markov chain method to perform traffic congestion state prediction so as to obtain a first prediction result, 2 adopting a quantum multi-agent algorithm optimized back-propagating (BP) neural network method to perform traffic congestion state prediction so as to obtain a second prediction result, 3 obtaining the weight of the first prediction result and the weight of the second prediction result based on information entropy, 4 obtaining a final prediction result according to the first prediction result, the second prediction result and the corresponding weights. Compared with the prior art, the Markov chain and neural network based traffic congestion state combined prediction method has the advantages of being good in prediction real-timeliness, high in accuracy, good in extension and the like.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Markov chain and neural network based traffic congestion state combined prediction method


    Beteiligte:
    LIU MIN (Autor:in) / WU WEI (Autor:in) / ZHANG FENG (Autor:in) / LI LING (Autor:in) / LIU QING (Autor:in)

    Erscheinungsdatum :

    2015-05-13


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

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



    Prediction of Traffic Congestion through Convolutional Neural Network

    K, Gayathri / B, Gopalakrishnan / S, Renuga Devi | IEEE | 2021


    NEURAL NETWORK MODELS FOR TRAFFIC CONTROL AND CONGESTION PREDICTION

    Gilmore, John F. / Abe, Naohiko | Taylor & Francis Verlag | 1995


    NEURAL NETWORK MODELS FOR TRAFFIC CONTROL AND CONGESTION PREDICTION

    Hobeika, Antoine G. | Taylor & Francis Verlag | 1995


    TRAFFIC CONGESTION PREDICTION DEVICE AND TRAFFIC CONGESTION PREDICTION METHOD

    ONIMARU HIROYUKI | Europäisches Patentamt | 2017

    Freier Zugriff

    Traffic congestion prediction method and traffic congestion prediction device

    MASUTANI OSAMU | Europäisches Patentamt | 2016

    Freier Zugriff