Methods and systems are provided for predictive maintenance of a vehicle component. One method involves mapping a current instance of a component of a vehicle to one of plurality of degradation groups of prior lifecycles for other instances of the component based on a relationship between performance measurement data for the current instance and historical performance measurement data associated with that respective degradation group, obtaining contextual data associated with operation of the vehicle, and determining a maintenance recommendation for the current instance of the component based on the contextual data using a predictive maintenance model associated with the mapped degradation group.


    Access

    Download


    Export, share and cite



    Title :

    Maintenance recommendations using lifecycle clustering



    Publication date :

    2023-10-10


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    B64F GROUND OR AIRCRAFT-CARRIER-DECK INSTALLATIONS SPECIALLY ADAPTED FOR USE IN CONNECTION WITH AIRCRAFT , Boden- oder Flugzeugträgerdeckeinrichtungen besonders ausgebildet für die Verwendung in Verbindung mit Luftfahrzeugen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte



    MAINTENANCE RECOMMENDATIONS USING LIFECYCLE CLUSTERING

    HAWLEY MEGAN L / GRIFFITH TIMOTHY / ROBINSON CAVENE et al. | European Patent Office | 2020

    Free access

    Application of IEC61508 recommendations to a control-model based lifecycle

    Rivett,R.S. / Burnard,A.J. / Land Rover,GB | Automotive engineering | 2006


    Application of IEC61508 SIL Recommendations to a Control-model Based Lifecycle

    Burnard, A.J. / Rivett, R.S. | SAE Technical Papers | 2006



    A SYSTEM LIFECYCLE APPROACH TO MAINTENANCE PLANNING IN AEROSPACE USING DIGITAL MANUFACTURING

    Butterfield, J. / McEwan, B. / American Institute of Aeronautics and Astronautics | British Library Conference Proceedings | 2010