In one aspect, computer-implemented method may include receiving, from a cloud-based computing system, one or more machine learning model parameters that are configured to enable predicting a remaining useful life of each cell of a battery pack of a vehicle. The method may include loading, into memory of a processing device at the vehicle, the one or more machine learning model parameters, receiving data comprising one or more measurements and one or more user battery usage profiles, and based on the data, executing a trained machine learning model with the one or more parameters to input the data and to output the remaining useful life of each cell of the battery pack.


    Access

    Download


    Export, share and cite



    Title :

    Systems and methods for predicting remaining useful life in batteries and assets


    Contributors:
    BUDAN GOKHAN (author) / OZTURK ANIL (author) / DARLINGTON ALEX (author) / KURTULUS CAN (author)

    Publication date :

    2023-07-18


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    H01M Verfahren oder Mittel, z.B. Batterien, für die direkte Umwandlung von chemischer in elektrische Energie , PROCESSES OR MEANS, e.g. BATTERIES, FOR THE DIRECT CONVERSION OF CHEMICAL ENERGY INTO ELECTRICAL ENERGY / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G01R Messen elektrischer Größen , MEASURING ELECTRIC VARIABLES / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte



    SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS

    BUDAN GOKHAN / OZTURK ANIL / DARLINGTON ALEX et al. | European Patent Office | 2023

    Free access

    SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS

    BUDAN GOKHAN / OZTURK ANIL / DARLINGTON ALEX et al. | European Patent Office | 2025

    Free access

    Systems and methods for predicting remaining useful life in batteries and assets

    BUDAN GOKHAN / OZTURK ANIL / DARLINGTON ALEX et al. | European Patent Office | 2022

    Free access

    SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS

    BUDAN GOKHAN / OZTURK ANIL / DARLINGTON ALEX et al. | European Patent Office | 2023

    Free access

    SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS

    BUDAN GOKHAN / OZTURK ANIL / DARLINGTON ALEX et al. | European Patent Office | 2023

    Free access