Abstract The goal of this research is to effectively estimate energy consumption and emissions from various types of vehicles on the roadway networks, with high granularity and high fidelity. Traditional models often heavily rely on aggregated infrastructure or vehicle/passenger data, for example, the census survey, land-use, and traffic counts of one or several classes, which may lead to research gaps considering the emerging vehicle technologies. In addition, those models do not contain individual vehicular information. We propose an integrated data-driven method that combines multiple network modeling components, featuring the utilization of state-wide vehicle registration data. The additional vehicle registration data improve the model performance, and produce high-resolution vehicle-specific estimates of emissions and network performance metrics. A case study on the Southwestern Pennsylvania Commission regional network shows that the proposed method can efficiently and effectively estimate the emissions of a large-scale network, and provide valuable information for evaluating common management strategies.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Estimating environmental impacts of large-scale transportation networks with vehicle registration data


    Beteiligte:
    Zhang, Pengji (Autor:in) / Qian, Sean (Autor:in)


    Erscheinungsdatum :

    2023-08-29




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Data Management of Large-Scale Transportation Networks

    Christofides, N. / Badra, H. O. / Sharaiha, Y. M. et al. | British Library Conference Proceedings | 1996


    Environmental impacts of transportation policy and vehicle market share predictions

    Kim, Kyungah / Moon, Sungho / Lee, Jongsu et al. | Elsevier | 2022


    Dealing with Secondary Environmental Impacts of Transportation

    York, Marie L. | Taylor & Francis Verlag | 1999


    Transportation, energy use and environmental impacts

    D'Agosto, Márcio de Almeida | TIBKAT | 2019


    Estimating the Ground Transportation Impacts of the MAGLEV System

    Hardgrove, M. S. / Mason, J. / American Society of Civil Engineers; Committee on High Speed Ground Transportation (HSGT) Systems | British Library Conference Proceedings | 1993