The invention provides a traffic information prediction method and device, equipment and a medium, and relates to the technical field of data processing. The method comprises the following steps: constructing a distance relation matrix based on a distance relation between traffic nodes; traffic information vectors are constructed by using the traffic information corresponding to the traffic nodes, and a correlation coefficient matrix and a dynamic time warping matrix are respectively constructed based on linear correlation and an accumulated minimum distance between the traffic information vectors corresponding to different traffic nodes; fusing the distance relation matrix, the correlation coefficient matrix and the dynamic time warping matrix by using a learnable parameter and an activation function to obtain a fusion matrix; and performing feature extraction on the fusion matrix based on a pre-established prediction network to obtain predicted traffic information of the traffic nodes in the prediction time period. According to the technical scheme, the traffic information prediction accuracy can be improved.

    本公开提供了一种交通信息预测方法、装置、设备及介质,涉及数据处理技术领域。该方法包括:基于交通节点之间的距离关系构建距离关系矩阵;利用交通节点对应的交通信息构建交通信息向量,并基于不同交通节点对应的交通信息向量之间的线性相关性和累计最小距离,分别构建相关系数矩阵和动态时间规整矩阵;利用可学习参数和激活函数对距离关系矩阵、相关系数矩阵以及动态时间规整矩阵进行融合,得到融合矩阵;基于预先建立的预测网络对融合矩阵进行特征提取,得到交通节点在预测时间段的预测交通信息。本公开中的技术方案可以提升交通信息预测准确性。


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    Title :

    Traffic information prediction method and device, equipment and medium


    Additional title:

    交通信息预测方法、装置、设备及介质


    Contributors:
    SHANG ANFAN (author) / LIN WENXIE (author) / REN GANG (author) / ZHAO TIECONG (author) / SHAO YUQI (author) / WANG KETING (author) / FU HAO (author)

    Publication date :

    2024-08-20


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



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