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.
Backward anti-collision driving decision-making method for heavy commercial vehicle
2024-04-23
Patent
Electronic Resource
English
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
European Patent Office | 2023
|REAR-END ANTI-COLLISION DRIVING DECISION MAKING METHOD FOR HEAVY-DUTY COMMERCIAL VEHICLE
European Patent Office | 2022
|European Patent Office | 2022
|METHOD OF MAKING HIGHLY HUMANOID SAFE DRIVING DECISION FOR AUTOMATED DRIVING COMMERCIAL VEHICLE
European Patent Office | 2024
|HIGHLY HUMANOID SAFE-DRIVING DECISION-MAKING METHOD FOR AUTONOMOUS COMMERCIAL VEHICLE
European Patent Office | 2023
|