The invention provides an expressway auditing model training method, device and equipment and a storage medium, and relates to the technical field of intelligent traffic, and the method comprises the steps: obtaining vehicle passing data on an expressway as sample data, carrying out the preprocessing of the sample data, and obtaining an expressway auditing model; and inputting the preprocessed data into a pre-trained neural network model for processing to obtain word vectors, combining the word vectors into a vector feature matrix, inputting the vector feature matrix into an auditing model to train the auditing model, and performing feature extraction on the vector feature matrix by the auditing model by adopting a Transform encoder. The auditing model obtained through training of the method can automatically process expressway passing data, and intelligent upgrading of auditing work is achieved. Therefore, the burden of manual auditing is reduced, the labor cost is reduced, the objectivity and fairness of auditing work are improved, and the overall efficiency and service level of highway management are improved.

    本申请提供了一种高速公路稽核模型训练方法、装置、设备及存储介质,涉及智能交通技术领域,该方法包括,获取高速公路上的车辆通行数据作为样本数据,对样本数据进行预处理,将经过预处理后的数据输入预先训练好的神经网络模型进行处理得到词向量,将词向量组合成向量特征矩阵,将向量特征矩阵输入稽核模型对稽核模型进行训练,稽核模型采用Transformer编码器对向量特征矩阵进行特征提取。通过该方法训练得到的稽核模型能够自动化地处理高速公路通行数据,实现稽核工作的智能化升级。这不仅减轻了人工稽核的负担,降低了人力成本,还提高了稽核工作的客观性和公正性,有助于提升高速公路管理的整体效能和服务水平。


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    Title :

    Expressway auditing model training method, device and equipment and storage medium


    Additional title:

    高速公路稽核模型训练方法、装置、设备及存储介质


    Contributors:
    WANG SHUO (author) / WANG ZHENGZHONG (author) / LI XIMING (author) / WANG PEI (author) / SUN HUANMING (author) / LIU SHUFANG (author) / WANG LONGZHEN (author)

    Publication date :

    2025-03-11


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G07B Fahrkartenausgeber , TICKET-ISSUING APPARATUS / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



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