Route planning in public transport receives an increasing interest in smart cities and particularly in metropolitan cities where crowded and jammed traffic is daily recorded in the transportation network. The availability of digital footprints, such as ticketing logs, or load on board the trains, provides a relevant opportunity to develop innovative decision-making tools for urban routing of passengers in order to assist them to better plan their journeys. In this paper, we propose to enrich existing journey planners with predictive travel information to enhance the passenger travel experience during his journey. For that purpose, we augment the planned trips with predictive passenger flow indicators such as the load on board trains, and passenger attendees at the station. These indicators are forecasted along the journey with the help of the developed machine learning models. The experiments are conducted on a real historical dataset covering the Paris Region with a focus on a railway transit network that serves mainly the suburb of Paris.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Enhance Journey Planner with Predictive Travel Information for Smart City Routing Services


    Beteiligte:
    Amrani, A. (Autor:in) / Pasini, K. (Autor:in) / Khouadjia, M. (Autor:in)


    Erscheinungsdatum :

    03.11.2020


    Format / Umfang :

    457413 byte




    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Adapting an Online Transit Journey Planner into a Low-Cost Travel Survey Tool

    Schmitt, Lorelei / Harris, Sally / Currie, Graham | Transportation Research Record | 2014


    TRIP RE-RANKING FOR JOURNEY PLANNER

    BORIS CHIDLOVSKI | Europäisches Patentamt | 2016

    Freier Zugriff

    TRAVEL PLANNER AND METHOD FOR TRAVEL PLANNING

    KAWANAI TAICHI / HAYASHI YUSUKE / HOTTA DAICHI | Europäisches Patentamt | 2024

    Freier Zugriff

    Travel planner platform for providing quality tourism information

    PAZ-TAL GERSHON | Europäisches Patentamt | 2019

    Freier Zugriff