The invention discloses a spatio-temporal feature enhancement method and system for few-sample traffic flow prediction, and the method comprises the steps: obtaining the time feature data, global feature data and local environment feature data of a city, and enabling the city to comprise a source city and a target city; processing the global feature data and the local environment feature data to obtain spatial feature data; and according to the time feature data and the spatial feature data, obtaining a spatial-temporal feature embedding vector, and according to the spatial-temporal feature embedding vector, performing traffic flow prediction on the target city to obtain a traffic flow prediction result. According to the invention, the accuracy of the target city in space-time prediction tasks such as traffic flow can be improved, and the prediction precision of a cross-city space-time prediction task is improved.

    本申请公开了一种用于少样本交通流预测的时空特征增强方法及系统,所述方法包括:获取城市的时间特征数据、全局特征数据和局部环境特征数据,其中,所述城市包括源城市和目标城市;对所述全局特征数据和所述局部环境特征数据进行处理,得到空间特征数据;根据所述时间特征数据和所述空间特征数据,得到时空特征嵌入向量,根据所述时空特征嵌入向量对所述目标城市进行交通流预测,得到交通流预测结果。本申请能够提高目标城市在交通流等时空预测任务中的准确性,提升了跨城市时空预测任务的预测精度。


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    Title :

    Spatial-temporal feature enhancement method and system for few-sample traffic flow prediction


    Additional title:

    一种用于少样本交通流预测的时空特征增强方法及系统


    Contributors:
    YAO MENGMENG (author) / WANG LULU (author) / CAO YUEHAO (author) / LI YOU (author) / LI MINMIN (author) / YUE XIMING (author)

    Publication date :

    2025-03-21


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / 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 / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



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