The reduction of road congestion requires intuitive urban congestion-control platforms that can facilitate transport stakeholders in decision making. Interactive ITS visual analytics tools can be of significant assistance, through their real-time interactive visualizations, supported by advanced data analysis algorithms. In this paper, an interactive visual analytics platform is introduced that allows the exploration of historical data and the prediction of future traffic through a unified interactive interface. The platform is backed by several data analysis techniques, such as road behavioral visualization and clustering, anomaly detection, and traffic prediction, allowing the exploration of behavioral similarities between roads, the visual detection of unusual events, the testing of hypotheses, and the prediction of traffic flow after hypothetical incidents imposed by the human operator. The accuracy of the prediction algorithms is verified through benchmark comparisons, while the applicability of the proposed toolkit in facilitating decision making is demonstrated in a variety of use case scenarios, using real traffic and incident data sets.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    An Interactive Visual Analytics Platform for Smart Intelligent Transportation Systems Management




    Erscheinungsdatum :

    01.02.2018


    Format / Umfang :

    2526233 byte




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    SMART TRANSPORTATION PLATFORM FOR BIG DATA ANALYTICS AND INTERCONNECTIVITY

    Verba, Nandor / Chao, Kuo-Ming / Linford, Soizic et al. | TIBKAT | 2018

    Freier Zugriff

    AGGREGATED ANALYTICS FOR INTELLIGENT TRANSPORTATION SYSTEMS

    TORGERSON MATTHEW R | Europäisches Patentamt | 2019

    Freier Zugriff

    Aggregated analytics for intelligent transportation systems

    TORGERSON MATTHEW R | Europäisches Patentamt | 2017

    Freier Zugriff

    Smart transportation and analytics

    Kuo, Yong-Hong / Szeto, W. Y. | Taylor & Francis Verlag | 2018


    AGGREGATED ANALYTICS FOR INTELLIGENT TRANSPORTATION SYSTEMS

    TORGERSON MATTHEW R | Europäisches Patentamt | 2022

    Freier Zugriff