Aiming at the randomness and uncertainty in the spatio-temporal distribution prediction of electric vehicle charging load, a method for electric vehicle load prediction that integrates travel chain theory and actual geographic information is proposed. On the basis of road network integration and travel chain theory, a model for the spatio-temporal characteristics of electric vehicle charging demand is established to simulate the user's travel behavior characteristics. At the same time, by modeling the road network in the target area, dividing it by functional area, combining the user behavior characteristics of travel chain theory with target geographic information, and planning and designing the travel path of electric vehicle users through Floyd algorithm, the electric vehicle charging demand load can be predicted. The results of the case study show that the proposed model can predict the variation of electric vehicle charging load based on actual geographic information, and analyze the charging demand and load characteristics of electric vehicles in different functional areas and different administrative regions. The simulation results validate the effectiveness of the proposed model and method.


    Access

    Download


    Export, share and cite



    Title :

    Prediction of spatio-temporal distribution of electric vehicle load based on residential travel simulation


    Contributors:
    SHEN Xiaoqi (author) / FANG Xin (author) / TAN Linlin (author) / LI Xinguo (author) / SUN Jiaqi (author)


    Publication date :

    2024




    Type of media :

    Article (Journal)


    Type of material :

    Electronic Resource


    Language :

    Unknown




    Vehicle Travel Time Prediction in Spatio-Temporal Space

    Li, Qing ;Lam, William H. K. ;Tam, Mei Lam | Trans Tech Publications | 2012


    Vehicle Travel Time Prediction in Spatio-Temporal Space

    Li, Q. / Lam, W.H.K. / Tam, M.L. | British Library Conference Proceedings | 2013


    TRAVEL LOAD PREDICTION DEVICE AND ELECTRIC VEHICLE CONTROL SYSTEM

    SUZUKI SHINKO / TAKAYAMA HIDEMASA / HYODO YOSHIYUKI | European Patent Office | 2025

    Free access

    TRAVEL LOAD PREDICTION DEVICE AND ELECTRIC VEHICLE CONTROL SYSTEM

    SUZUKI MASAHIRO / TAKAYAMA HIDEMASA / HYODO YOSHIYUKI | European Patent Office | 2025

    Free access