The present invention relates to a system and a method for forecasting charging time of electric vehicles. Charging event data is filtered to discard at least one piece of the charging event data or disable use of at least one piece of the charging event data. The remaining charging event data is processed for generating a data collection comprising sample data. A data cluster representing sample data associated with a selected electric vehicle cluster is obtained and a charging time forecasting model is generated on basis of the obtained data cluster using machine learning. A plurality of charging time forecasting models are trained based on a first portion of the data cluster. The best performing charging time forecasting model is selected on basis of a second portion of the data cluster, and the selected charging time forecasting model is tested based on a third portion of the data cluster. The charging time forecasting model is applied on a charging event of an electric vehicle comprised in the selected electric vehicle cluster.


    Access

    Download


    Export, share and cite



    Title :

    FORECASTING CHARGING TIME OF ELECTRIC VEHICLES


    Contributors:

    Publication date :

    2024-02-22


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    G07F Selbstkassierende und ähnliche Geräte , COIN-FREED OR LIKE APPARATUS / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES



    FORECASTING CHARGING TIME OF ELECTRIC VEHICLES

    HEINO ESKO / VEIKKOLAINEN JUHO-EEMELI | European Patent Office | 2023

    Free access

    FORECASTING CHARGING TIME OF ELECTRIC VEHICLES

    HEINO ESKO / VEIKKOLAINEN JUHO-EEMELI | European Patent Office | 2023

    Free access

    FORECASTING CHARGING TIME OF ELECTRIC VEHICLES

    HEINO ESKO / VEIKKOLAINEN JUHO-EEMELI | European Patent Office | 2024

    Free access

    Charging Load Forecasting for Electric Vehicles Based on Fuzzy Inference

    Yang, Jingwei / Luo, Diansheng / Yang, Shuang et al. | Tema Archive | 2014


    Charging Load Forecasting of Electric Vehicles Based on VMD–SSA–SVR

    Wu, Yanjuan / Cong, Peizhi / Wang, Yunliang | IEEE | 2024