A train control system using machine learning for development of train control strategies includes a machine learning engine. The machine learning engine receives training data from a data acquisition hub, including a plurality of first input conditions and a plurality of first response maneuvers associated with the first input conditions. The machine learning engine trains a learning system using the training data to generate a second response maneuver based on a second input condition using a learning function including at least one learning parameter. Training the learning system includes providing the training data as an input to the learning function, the learning function being configured to use the at least one learning parameter to generate an output based on the input, causing the learning function to generate the output based on the input, comparing the output to the plurality of first response maneuvers to determine a difference between the output and the plurality of first response maneuvers, and modifying the at least one learning parameter to decrease the difference responsive to the difference being greater than a threshold difference.


    Access

    Download


    Export, share and cite



    Title :

    MACHINE LEARNING BASED TRAIN CONTROL


    Contributors:
    HOWARD BRADLEY (author) / BRAND JOHN (author)

    Publication date :

    2021-03-11


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    B61L Leiten des Eisenbahnverkehrs , GUIDING RAILWAY TRAFFIC / G05B Steuer- oder Regelsysteme allgemein , CONTROL OR REGULATING SYSTEMS IN GENERAL



    Machine learning based train control

    HOWARD BRADLEY / BRAND JOHN | European Patent Office | 2022

    Free access

    MACHINE LEARNING BASED TRAIN CONTROL

    HOWARD BRADLEY / BRAND JOHN | European Patent Office | 2021

    Free access

    MACHINE LEARNING BASED TRAIN HANDLING EVALUATION

    HOWARD BRADLEY / BRAND JOHN | European Patent Office | 2021

    Free access

    Machine learning based train handling evaluation

    HOWARD BRADLEY / BRAND JOHN | European Patent Office | 2022

    Free access

    MAINTENANCE OF DISTRIBUTED TRAIN CONTROL SYSTEMS USING MACHINE LEARNING

    HOWARD BRADLEY / BRAND JOHN | European Patent Office | 2021

    Free access