The main objective of this study is to put forward a typology to describe better associations between road segments and driving patterns as reflected by driving speed. As the first step, a regression model is developed to examine the association between road segments and driving speed. Then, various unsupervised machine learning techniques, including k-means, AHC, and k-proto, are used to develop typologies of road segments. Speed data from a fleet of taxis operating in Montreal, Quebec, are used to validate the discrimination power of the various typologies. Results demonstrate that combining k-means and Gower distance produces the most accurate road typology. Various statistical tests, including ANOVA, Leven, and post hoc analyses, confirmed that the speed values of the various road types are significantly different. Finally, R2 of regression models developed for various road types demonstrated that the generated road types better elucidate the variability of driving speed.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    New data-driven approach to generate typologies of road segments


    Beteiligte:


    Erscheinungsdatum :

    2024-05-03




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Towards a Rule-driven Approach for Updating Dynamic Road Segments

    Mohammad Reza Jelokhani-Niaraki / Ali Asghar Alesheikh / Abbas Alimohammadi et al. | DOAJ | 2010

    Freier Zugriff

    Road icing condition prediction for shaded road segments

    Europäisches Patentamt | 2022

    Freier Zugriff

    Road icing condition prediction for shaded road segments

    WATSON CAMPBELL D / TEWARI MUKUL / DOW ELI MICHAEL et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    Fatal Car-to-Car Lateral Collision Typologies

    Foret-Bruno, J. Y. / Bourhis, S. / Association for the Advancement of Automotive Medicine | British Library Conference Proceedings | 1994


    Hyper-architectural typologies in virtual gaming environments

    Morris, Leslie | DataCite | 2003

    Freier Zugriff