The invention discloses a traffic perception adjusting method and system for mobile vehicle-road cooperation roadside equipment, and belongs to the field of intelligent traffic systems. The mobile vehicle-road cooperation roadside equipment traffic perception adjustment method comprises the following steps: collecting and preprocessing multi-source data of a traffic environment; performing feature extraction on the preprocessed multi-source data to obtain multi-source features; fusing the multi-source features by adopting an SAC model to generate a traffic perception result; performing online optimization and adjustment on parameters of the SAC model by using a quantum behavior particle swarm optimization algorithm; the optimized SAC model parameters are loaded, and rapid deployment and starting of the mobile roadside equipment are achieved. The system comprises mobile roadside equipment, a data preprocessing module, a feature extraction module, a data fusion adjustment module, a parameter optimization module, a rapid deployment module and the like. According to the method, the SAC and QPSO algorithms are combined, dynamic adjustment and optimization of the traffic perception model are realized, the perception accuracy and real-time performance are improved, and the method is suitable for various traffic scenes.
本发明公开了一种移动式车路协同路侧设备交通感知调节方法及系统,属于智能交通系统领域。移动式车路协同路侧设备交通感知调节方法包括:采集交通环境的多源数据并预处理;对预处理后的多源数据进行特征提取得到多源特征;采用SAC模型对多源特征进行融合生成交通感知结果;利用量子行为粒子群优化算法对SAC模型的参数进行在线优化和调节;加载优化后的SAC模型参数,实现移动式路侧设备的快速部署和启动。系统包括包括移动式路侧设备、数据预处理模块、特征提取模块、数据融合调节模块、参数优化模块、快速部署模块等。本发明结合SAC与QPSO算法,实现交通感知模型的动态调节与优化,提高感知准确性和实时性,适用于多种交通场景。
Traffic perception adjusting method and system for mobile vehicle-road cooperation roadside equipment
一种移动式车路协同路侧设备交通感知调节方法及系统
2025-05-16
Patent
Electronic Resource
Chinese
IPC: | G06V / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / H04W WIRELESS COMMUNICATION NETWORKS , Drahtlose Kommunikationsnetze / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
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