The invention provides a traffic prediction method of a road network, computer equipment, a storage medium and a program product. The traffic prediction method of the road network comprises the following steps: constructing an undirected graph according to historical traffic flow data of the road network; processing the undirected graph through a graph convolutional network, and extracting spatial features of the historical traffic flow data; processing the traffic flow data with the spatial characteristics through a gating circulation unit, and extracting time characteristics of the historical traffic flow data; and obtaining a prediction result according to the spatial features and the time features. The traffic prediction method of the road network provided by the invention can improve the prediction precision.
本申请提供了一种道路网络的交通预测方法、计算机设备、存储介质和程序产品,所述道路网络的交通预测方法包括:根据所述道路网络的历史交通流量数据构建无向图;通过图卷积网络处理所述无向图,提取出所述历史交通流量数据的空间特征;通过门控循环单元处理具有所述空间特征的交通流量数据,提取出所述历史交通流量数据的时间特征;根据所述空间特征和所述时间特征得到预测结果。本申请提供的道路网络的交通预测方法能够提高预测精度。
Road network traffic prediction method, computer equipment, storage medium and program product
一种道路网络的交通预测方法、计算机设备、存储介质和程序产品
2022-09-27
Patent
Electronic Resource
Chinese
IPC: | G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES |
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