This manuscript focused on analyzing electric vehicles’ (EV) charging behavior patterns with a functional data analysis (FDA) approach, with the goal of providing theoretical support to the EV infrastructure planning and regulation, as well as the power grid load management. 5-year real-world charging log data from a total of 455 charging stations in Kansas City, Missouri, was used. The focuses were placed on analyzing the daily usage occupancy variability, daily energy consumption variability, and station-level usage variability. Compared with the traditional discrete-based analysis models, the proposed FDA modeling approach had unique advantages in preserving the smooth function behavior of the data, bringing more flexibility in the modeling process with little required assumptions or background knowledge on independent variables, as well as the capability of handling time series data with different lengths or sizes. In addition to the patterns revealed in the EV charging station’s occupancy and energy consumption, the differences between EV driver’s charging time and parking time were analyzed and called for the needs for parking regulation and enforcement. The different usage patterns observed at charging stations located on different land-use types were also analyzed.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Analysis of Electric Vehicle Charging Behavior Patterns with Function Principal Component Analysis Approach


    Beteiligte:
    Chenxi Chen (Autor:in) / Yang Song (Autor:in) / Xianbiao Hu (Autor:in) / Ivan G. Guardiola (Autor:in)


    Erscheinungsdatum :

    2020




    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Unbekannt




    Electric vehicle with wireless charging function

    JIN YUANHONG / CHENG BO | Europäisches Patentamt | 2021

    Freier Zugriff

    Electric vehicle charging seat with charging indication function

    HUANG YIZHONG | Europäisches Patentamt | 2021

    Freier Zugriff

    Optimizing Electric Vehicle Charging with Charging Data Analysis

    Khanam, Tayyıbah / Kaushik, Ivanshu / Alam, Mohammad Saad et al. | TIBKAT | 2022


    VEHICLES WITH ELECTRIC VEHICLE CHARGING FUNCTION

    CHO GIL BONG | Europäisches Patentamt | 2021

    Freier Zugriff

    Electric vehicle charging station with solar component

    CARR FRED K | Europäisches Patentamt | 2021

    Freier Zugriff