The invention provides a heterogeneity-guided traffic flow completion method and system, a medium and equipment, and belongs to the technical field of data processing. The method comprises the following steps: performing time-space decoupling mask coding on original traffic flow data to generate mask data; performing feature embedding and position coding on the original traffic flow data and the mask data to obtain a space-time coding result; wherein the space-time coding result comprises respective time and space coding results of the original traffic flow data and the mask data; respectively generating a time heterogeneity characterization matrix and a space heterogeneity characterization matrix by using a mask contrast learning method of reconstruction loss based on a space-time coding result; and complementing the traffic flow data based on a tensor decomposition model by taking the time heterogeneity representation matrix and the space heterogeneity representation matrix as constraint conditions to obtain the complemented traffic flow. The spatial-temporal heterogeneity characterization result is used for constraining the spatial-temporal relation of the traffic flow, and the complementation precision and robustness of the road traffic flow data are improved.

    本申请提供一种异质性引导的交通流量补全方法、系统、介质和设备,属于数据处理技术领域。该方法包括:对原始交通流量数据进行时空解耦的掩码编码,生成掩码数据;分别对原始交通流量数据、掩码数据进行特征嵌入和位置编码,得到时空编码结果;其中,时空编码结果包括原始交通流量数据和掩码数据各自的时间、空间编码结果;基于时空编码结果,利用重构损失的掩码对比学习方法,分别生成时间异质性表征矩阵和空间异质性表征矩阵;将时间异质性表征矩阵和空间异质性表征矩阵作为约束条件,基于张量分解模型对交通流量数据进行补全,得到补全后的交通流量。利用时空异质性表征结果约束交通流的时空关系,提升了道路交通流量数据的补全精度和鲁棒性。


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    Title :

    Heterogeneity-guided traffic flow completion method, system, medium and equipment


    Additional title:

    一种异质性引导的交通流量补全方法、系统、介质和设备


    Contributors:
    CHENG SHIFEN (author) / LUO XIAOYUE (author) / WANG PEIXIAO (author) / LU FENG (author)

    Publication date :

    2025-04-25


    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 / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung



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