The present invention provides a system and method of side-stepping the need to retrain neural network model after initially trained using a simulator by comparing real-world data to data predicted by the simulator for the same inputs, and developing a mapping correlation that adjusts real world data toward the simulation data. Thus, the decision logic developed in the simulation-trained model is preserved and continues to operate in an altered reality. A threshold metric of similarity can be initially provided into the mapping algorithm, which automatically adjusts real world data to adjusted data corresponding to the simulation data for operating the neural network model when the metric of similarity between the real world data and the simulation data exceeds the threshold metric. Updated learning can continue as desired, working in the background as conditions are monitored.


    Access

    Download


    Export, share and cite



    Title :

    CONTINUOUS LEARNING OF SIMULATION TRAINED DEEP NEURAL NETWORK MODEL FOR FLOATING PRODUCTION PLATFORMS, VESSELS AND OTHER FLOATING SYSTEMS


    Additional title:

    KONTINUIERLICHES LERNEN EINES TRAINIERTEN TIEFEN NEURONALEN NETZMODELLS FÜR SCHWIMMENDE PRODUKTIONSPLATTFORMEN, SCHIFFE UND ANDERE SCHWIMMENDE SYSTEME
    APPRENTISSAGE CONTINU D'UN MODÈLE DE RÉSEAU NEURONAL PROFOND ENTRAÎNÉ PAR SIMULATION POUR PLATEFORMES DE PRODUCTION FLOTTANTES, VAISSEAUX ET AUTRES SYSTÈMES FLOTTANTS


    Contributors:

    Publication date :

    2021-04-14


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    B63B Schiffe oder sonstige Wasserfahrzeuge , SHIPS OR OTHER WATERBORNE VESSELS / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen




    Continuous learning of simulation trained deep neural network model

    O'SULLIVAN JAMES FRANCIS / SIDARTA DJONI EKA / LIM HO JOON | European Patent Office | 2022

    Free access

    Floating Production Storage Offloading Vessels

    LEE CHUNG HO / LEE DONG HYUN / KIM MIN HO et al. | European Patent Office | 2017

    Free access

    SMART FLOATING PLATFORMS

    MOMAYEZ MOE / BARBA NATHAN | European Patent Office | 2019

    Free access

    Smart floating platforms

    MOMAYEZ MOE / BARBA NATHAN | European Patent Office | 2018

    Free access