A method and system dynamically predicting driving range of vehicles is disclosed. In some embodiments, the method includes dynamically determining real-time values corresponding to in-transit parameters associated with vehicle; and determining, via trained Machine Learning (ML) model, variance in in-transit parameters when compared with pre-defined parameters. Determining the variance includes identifying overlapping subset of parameters between in-transit parameters and pre-defined parameters; identifying non-overlapping subset of parameters between in-transit parameters and pre-defined parameters; determining difference in each of the real-time values determined for overlapping subset of parameters with corresponding optimal value; and computing variance based on non-overlapping subset of parameters and difference in real-time values determined for the overlapping subset of parameters. The method may include determining, via trained ML model, percentage deviation from absolute driving range associated with target vehicle based on determined variance; and predicting, via trained ML model, current driving range for vehicle based on identified percentage deviation.


    Access

    Download


    Export, share and cite



    Title :

    METHOD AND SYSTEM FOR DYNAMICALLY PREDICTING DRIVING RANGE OF VEHICLES


    Contributors:

    Publication date :

    2024-06-13


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen



    A Machine Learning Method for Predicting Driving Range of Battery Electric Vehicles

    Shuai Sun / Jun Zhang / Jun Bi et al. | DOAJ | 2019

    Free access

    SYSTEM FOR PREDICTING CUT-IN DRIVING BY OTHER VEHICLES

    HARADA KOSUKE | European Patent Office | 2023

    Free access

    DYNAMICALLY ASSISTING HYBRID VEHICLES

    BRENNER NEAL ENNIS | European Patent Office | 2021

    Free access

    Dynamically assisting hybrid vehicles

    BRENNER NEAL ENNIS | European Patent Office | 2016

    Free access

    Dynamically assisting hybrid vehicles

    BRENNER NEAL ENNIS | European Patent Office | 2020

    Free access