The main contribution of this paper is a study of the applicability of data smashing - a recently proposed data mining method - for vehicle classification according to the “Nordic system for intelligent classification of vehicles” standard, using measurements of road surface vibrations and magnetic field disturbances caused by passing vehicles. The main advantage of the studied classification approach is that it, in contrast to the most of traditional machine learning algorithms, does not require the extraction of features from raw signals. The proposed classification approach was evaluated on a large dataset consisting of signals from 3074 vehicles. Hence, a good estimate of the actual classification rate was obtained. The performance was compared to the previously reported results on the same problem for logistic regression. Our results show the potential trade-off between classification accuracy and classification method's development efforts could be achieved.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Vehicle classification using road side sensors and feature-free data smashing approach


    Beteiligte:
    Kleyko, Denis (Autor:in) / Hostettler, Roland (Autor:in) / Lyamin, Nikita (Autor:in) / Birk, Wolfgang (Autor:in) / Wiklund, Urban (Autor:in) / Osipov, Evgeny (Autor:in)


    Erscheinungsdatum :

    01.11.2016


    Format / Umfang :

    1725562 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Climbing-free anti-smashing device

    ZHANG KAI / MA ZHIYUAN / ZHU QIWEI et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    Comparison of Machine Learning Techniques for Vehicle Classification Using Road Side Sensors

    Kleyko, Denis / Hostettler, Roland / Birk, Wolfgang et al. | IEEE | 2015


    Smashing performer

    Beecham, M. | Tema Archiv | 1998


    Integrated branch smashing, storing and transporting vehicle

    XIA JUN / CHEN LONG | Europäisches Patentamt | 2021

    Freier Zugriff

    Vehicle anti-smashing window theft alarming device

    XU YANYAN / YANG GUOFU / MEN YONGXIN et al. | Europäisches Patentamt | 2015

    Freier Zugriff