The invention discloses a traffic flow prediction method based on time window division modeling dynamic space-time correlation. The method comprises the following steps: inputting historical traffic flow data and traffic transfer flow data; reading and processing historical data; historical data embedding is standardized and generated by using time window expansion embedding; short-term local time features are extracted through a time attention module in the window; modeling a long-term global time pattern through a time attention module between windows; capturing dynamic spatial correlation through a spatial attention module between the windows; and projecting the embedded linearity to a multi-step prediction result through an output layer.

    本发明公开了一种基于时间窗口划分建模动态时空关联的交通流量预测方法,包括以下步骤:输入历史的交通流量数据和交通转移流量数据;读取并处理历史数据;利用时间窗口展开嵌入来规范和生成历史数据嵌入;通过窗口内的时间注意力模块来提取短期的局部时间特征;通过窗口间的时间注意力模块来建模长期的全局时间模式;通过窗口间的空间注意力模块来捕捉动态的空间相关性;通过输出层将嵌入线性投影到多步预测结果。


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Traffic flow prediction method based on time window division modeling dynamic space-time correlation


    Weitere Titelangaben:

    基于时间窗口划分建模动态时空关联的交通流量预测方法


    Beteiligte:
    LI BAO (Autor:in) / SHEN HANG (Autor:in) / WU QIAONAN (Autor:in) / JIN YANJUN (Autor:in) / WANG ERYI (Autor:in) / XIA TIANYANG (Autor:in) / ZHANG LU (Autor:in) / WANG DONGJING (Autor:in) / YU DONGJIN (Autor:in) / GUO GANGMING (Autor:in)

    Erscheinungsdatum :

    05.01.2024


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



    Traffic flow prediction method based on dynamic space-time correlation

    ZHANG XU / ZHANG LANGWEN / XIE WEI et al. | Europäisches Patentamt | 2021

    Freier Zugriff

    Time-space correlation traffic flow prediction method based on deep learning

    ZHU JIAXIAN / WANG JIANBIN / BAI WEIHUA | Europäisches Patentamt | 2025

    Freier Zugriff

    Traffic flow prediction method based on dynamic space-time similar pyramid network

    WANG XING / CHEN FEIFEI / JIN BIAO et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    Efficient space-time traffic flow prediction method

    WANG XITE / WU QIONG / BAI MEI et al. | Europäisches Patentamt | 2024

    Freier Zugriff

    Traffic flow prediction method and system based on space-time correlation and error compensation

    ZHOU CHAORAN / REN CHENGHAO / BAI SEN et al. | Europäisches Patentamt | 2023

    Freier Zugriff