The invention relates to the technical field of meteorological detection, in particular to a traffic meteorological information system based on artificial intelligence, and the system comprises a node structure modeling module which is based on key road sections, intersections and monitoring points in a traffic area, classifies and integrates relation parameters between adjacent nodes by setting spatial positions and meteorological parameters of the nodes, and obtains a node structure modeling module; and generating a traffic node structure model. According to the invention, the meteorological association graph is deeply analyzed through the graph convolutional network, the meteorological parameter deviation value of the high-risk node is extracted layer by layer, and the risk level is generated by combining deviation comparison, so that the deviation of the meteorological parameters is screened and evaluated layer by layer, and the risk detection is ensured to be accurate and hierarchical. The method further refines the judgment of high-risk nodes through a density clustering algorithm, achieves the dynamic progressive risk level judgment through Gaussian distribution, forms the precise analysis of a deviation value, marks the risk levels of the nodes, and improves the fineness and adaptability of risk assessment.
本发明涉及气象检测技术领域,具体为一种基于人工智能的交通气象信息系统,系统包括节点结构建模模块:基于交通区域内的关键路段、交叉口和监控点,通过设定节点的空间位置和气象参数,归类并整合相邻节点间的关系参数,生成交通节点结构模型。本发明中,通过图卷积网络对气象关联图进行深入解析,逐层提取高风险节点的气象参数偏差值,结合偏差对比生成风险等级,使气象参数的偏差逐层筛选与评估,确保风险检测精确且具有层次性,通过密度聚类算法进一步细化高风险节点的判定,并通过高斯分布实现动态递进的风险级别判定,形成对偏差值的精准分析,并标记节点的风险等级,提升风险评估的精细度与适应性。
Traffic weather information system based on artificial intelligence
一种基于人工智能的交通气象信息系统
2025-04-25
Patent
Electronic Resource
Chinese
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G08B SIGNALLING OR CALLING SYSTEMS , Signalisier- oder Rufsysteme / G01W METEOROLOGY , Meteorologie / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
Traffic information processing system based on artificial intelligence
European Patent Office | 2022
|Traffic auxiliary system based on artificial intelligence
European Patent Office | 2020
|Artificial intelligence information sharing platform based on intelligent traffic
European Patent Office | 2020
|Artificial intelligence-based infrared laser traffic information acquisition device
European Patent Office | 2021
|Artificial Intelligence-Based Smart Traffic Control System
Springer Verlag | 2024
|