Technologies are described to provide control of traffic signals based at least in part on multiple Q-learning categories. In some examples, a method may include clustering historical traffic data into multiple traffic pattern clusters, and generating multiple Q-learning categories, where each Q-learning category corresponds to a traffic pattern cluster of the multiple traffic pattern clusters. The method may also include determining a first Q-learning category of the multiple Q-learning categories to use in controlling traffic signals at an intersection based at least in part on a first traffic data of the intersection, where the first Q-learning category corresponds to a first traffic pattern cluster, and the first traffic data corresponds to the first traffic pattern cluster. The method may additionally include generating a first control action for the traffic signals at the intersection based at least in part on the first Q-learning category.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    TRAFFIC SIGNAL CONTROL USING MULTIPLE Q-LEARNING CATEGORIES


    Beteiligte:
    LIU YING (Autor:in) / LIU LEI (Autor:in) / CHEN WEI-PENG (Autor:in)

    Erscheinungsdatum :

    2019-05-09


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Englisch


    Klassifikation :

    IPC:    G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / F21W Index-Schema in Verbindung mit den Unterklassen F21K, F21L, F21S und F21V, betreffend den Gebrauch oder Einsatz von Leuchten oder Beleuchtungssystem , INDEXING SCHEME ASSOCIATED WITH SUBCLASSES F21K,  F21L, F21S and F21V, RELATING TO USES OR APPLICATIONS OF LIGHTING DEVICES OR SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06K Erkennen von Daten , RECOGNITION OF DATA / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



    Traffic signal control using multiple Q-learning categories

    LIU YING / LIU LEI / CHEN WEI-PENG | Europäisches Patentamt | 2019

    Freier Zugriff

    Traffic signal control using multiple Q-learning categories

    LIU LEI / CHEN WEI-PENG / LIU YING | Europäisches Patentamt | 2018

    Freier Zugriff

    TRAFFIC SIGNAL CONTROL USING MULTIPLE Q-LEARNING CATEGORIES

    LIU YING / LIU LEI / CHEN WEI-PENG | Europäisches Patentamt | 2020

    Freier Zugriff

    TRAFFIC SIGNAL CONTROL USING PLURALITY OF Q-LEARNING CATEGORIES

    LIU YING / LIU LEI / CHEN WEI-PENG | Europäisches Patentamt | 2018

    Freier Zugriff