The invention relates to the technical field of intelligent traffic systems, in particular to an industrial upstairs intelligent traffic dispersion management system. The industrial upstairs intelligent traffic dispersion management system comprises a data acquisition module, a data processing module, a self-adaptive traffic signal control module, an Internet of Vehicles optimization module, an intelligent scheduling path planning module, an environment sensing module, an accident prevention module and a user interaction module. According to the invention, the traffic flow detector and the monitoring camera are utilized to efficiently collect traffic data, deep learning preprocessing and feature extraction are utilized to improve the accuracy and efficiency of data processing, the adaptive signal control module of deep reinforcement learning realizes the refinement of traffic management and reduce congestion, and the vehicle networking module adopts DSRC or LTE-V2X to improve vehicle communication, so that the traffic management efficiency is improved. The intelligent scheduling path planning module is combined with a genetic algorithm and simulated annealing to improve freight scheduling and path planning, and the environment perception and accident prevention module is integrated with a laser radar and an infrared camera to reduce the accident rate.
本发明涉及智能交通系统技术领域,具体为工业上楼智慧交通疏导管理系统,工业上楼智慧交通疏导管理系统包括数据采集模块、数据处理模块、自适应交通信号控制模块、车联网优化模块、智能调度路径规划模块、环境感知模块、事故预防模块、用户交互模块。本发明中,利用车流检测器和监控摄像头高效采集交通数据,深度学习预处理和特征提取提高数据处理准确性与效率,深度强化学习的自适应信号控制模块实现交通管理的精细化,减少拥堵,车联网模块采用DSRC或LTE‑V2X增进车辆通信,提高路线优化,智能调度路径规划模块结合遗传算法与模拟退火提高货运调度与路线规划,环境感知和事故预防模块整合激光雷达和红外摄像头降低事故率。
Intelligent traffic dispersion management system for industrial upstairs
工业上楼智慧交通疏导管理系统
2024-05-03
Patent
Electronic Resource
Chinese