The present disclosure provides a deep learning-based stop control method and system for a high-speed train, and relates to the technical field of rail transit management and control. The method includes: obtaining a training data set; establishing a convolutional neural network (CNN); training and optimizing the CNN by using the training data set, to obtain an optimized CNN; obtaining actual running data of a to-be-controlled train; inputting the actual running data into the optimized CNN to obtain a stop position of the to-be-controlled train; determining whether the stop position of the to-be-controlled train is 0; and if the stop position of the to-be-controlled train is 0, outputting a breaking command; or if the stop position of the to-be-controlled train is not 0, performing the step of “obtaining actual running data of a to-be-controlled train”. The present disclosure can ensure accurate stop of a high-speed train without high costs.


    Access

    Download


    Export, share and cite



    Title :

    Deep learning-based stop control method and system for high-speed train


    Contributors:
    YIN JIATENG (author) / NING CHENHE (author) / SU SHUAI (author) / LI KAICHENG (author) / TANG TAO (author)

    Publication date :

    2024-08-13


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B61H Bremsen oder andere Verzögerungseinrichtungen ausgebildet für Schienenfahrzeuge , BRAKES OR OTHER RETARDING APPARATUS PECULIAR TO RAIL VEHICLES / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung



    DEEP LEARNING - BASED STOP CONTROL METHOD AND SYSTEM FOR HIGH-SPEED TRAIN

    YIN JIATENG / NING CHENHE / SU SHUAI et al. | European Patent Office | 2022

    Free access

    High-speed train combining non-stop train and connection train

    FENG JING | European Patent Office | 2023

    Free access

    A Low Cost Speed Control / Train Stop System

    Rail Link Communication cc, PO-Box: 4794 Randburg | IuD Bahn | 1995


    Miller train control stop and speed equipment

    Engineering Index Backfile | 1924


    Start-stop control system for vacuum metal pipeline high-speed train

    SUN SONGBIN | European Patent Office | 2021

    Free access