The present invention discloses a backward anti-collision driving decision-making method for a heavy commercial vehicle. Firstly, a traffic environment model is established, and movement state information of a heavy commercial vehicle and a vehicle behind the heavy commercial vehicle is collected. Secondly, a backward collision risk assessment model based on backward distance collision time is established, and a backward collision risk is accurately quantified. Finally, a backward anti-collision driving decision-making problem is described as a Markov decision-making process under a certain reward function, a backward anti-collision driving decision-making model based on deep reinforcement learning is established, and an effective, reliable and adaptive backward anti-collision driving decision-making policy is obtained. The method provided by the present invention can overcome the defect of lack for research on the backward anti-collision driving decision-making policy for the heavy commercial vehicle in the existing method, can quantitatively output proper steering wheel angle and throttle opening control quantities, can provide effective and reliable backward anti-collision driving suggestions for a driver, and can reduce backward collision accidents.


    Access

    Download


    Export, share and cite



    Title :

    Backward anti-collision driving decision-making method for heavy commercial vehicle


    Contributors:
    LI XU (author) / HU WEIMING (author) / HU JINCHAO (author) / ZHU XUEFEN (author)

    Publication date :

    2024-04-23


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



    BACKWARD ANTI-COLLISION DRIVING DECISION-MAKING METHOD FOR HEAVY COMMERCIAL VEHICLE

    LI XU / HU WEIMING / HU JINCHAO et al. | European Patent Office | 2023

    Free access

    REAR-END ANTI-COLLISION DRIVING DECISION MAKING METHOD FOR HEAVY-DUTY COMMERCIAL VEHICLE

    LI XU / HU WEIMING / HU JINCHAO et al. | European Patent Office | 2022

    Free access

    Lateral anti-collision driving decision-making method for commercial vehicle in urban low-speed environment

    LI XU / HU WEIMING / HU JINCHAO et al. | European Patent Office | 2022

    Free access

    Operating vehicle forward anti-collision driving decision-making method facing open interference scene

    LI XU / HU WEIMING / HU JINCHAO et al. | European Patent Office | 2022

    Free access

    Large commercial vehicle anti-rollover driving decision-making method considering influence of front obstacles

    LI XU / HU WEIMING / KONG DONG et al. | European Patent Office | 2022

    Free access