This paper attempts to predict average daily bicycle volumes on a nationwide level using crowdsourced GPS data from the CITYCYCLING campaign in Germany. The data source was 514 permanent counting sites across the country as well as the campaign-generated GPS bicycle volumes of about 300,000 participants and 7.5 million tracks from a smartphone app. For model building, Gradient Boosting Regression and Support Vector Regression were selected. The results show a medium to high model fit for the prediction of bicycle volumes at sites with permanent counters. To illustrate this, the models are applied to the road network of a district of the city of Dresden, Germany.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Network-Wide Estimation of Average Daily Bicycle Traffic Based on Crowdsourced GPS Data and Permanent Counters


    Weitere Titelangaben:

    Lect.Notes Mobility


    Beteiligte:
    McNally, Ciaran (Herausgeber:in) / Carroll, Páraic (Herausgeber:in) / Martinez-Pastor, Beatriz (Herausgeber:in) / Ghosh, Bidisha (Herausgeber:in) / Efthymiou, Marina (Herausgeber:in) / Valantasis-Kanellos, Nikolaos (Herausgeber:in) / Richter, Emely (Autor:in) / Raudszus, Joscha (Autor:in) / Lißner, Sven (Autor:in) / Porojkow, Iwan (Autor:in)

    Kongress:

    Transport Research Arena Conference ; 2024 ; Dublin, Ireland April 15, 2024 - April 18, 2024



    Erscheinungsdatum :

    07.03.2025


    Format / Umfang :

    7 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch





    Estimation of Average Annual Daily Bicycle Counts using Crowdsourced Strava Data

    Dadashova, Bahar / Griffin, Greg P. / Das, Subasish et al. | Transportation Research Record | 2020


    Estimating Annual Average Daily Bicycle Traffic without Permanent Counter Stations

    Roll, Josh F. / Proulx, Frank R. | Transportation Research Record | 2018


    Estimation of Annual Average Daily Bicycle Traffic with Adjustment Factors

    Esawey, Mohamed El | Transportation Research Record | 2014


    Evaluating the Potential of Crowdsourced Data to Estimate Network-Wide Bicycle Volumes

    Broach, Joseph / Kothuri, Sirisha / Miah, Md Mintu et al. | Transportation Research Record | 2023


    Bicycle Traffic Analysis Before and After Mobility Interventions Using Crowdsourced Data

    Petraki, Virginia / Ziakopoulos, Apostolos / Oikonomou, Maria G. et al. | Springer Verlag | 2025

    Freier Zugriff