The invention provides a smoke-related illegal vehicle supervision method, and the method comprises the following steps: S1, obtaining the historical data of a smoke-related illegal vehicle, and carrying out the preprocessing of the historical data of the smoke-related illegal vehicle; s2, extracting feature information of a smoke-related illegal vehicle, wherein the feature information comprises vehicle attribute features, vehicle behavior features and vehicle accessory information; s3, inputting the vehicle attribute features and the vehicle behavior features into a machine learning network for training, and judging whether the deviation between a predicted value and an actual value of the machine learning network is smaller than a set threshold value or not, if yes, entering step S4, and if not, entering step S3; s4, collecting vehicle information in a road in real time, extracting feature information of a current vehicle from the information collected in real time, inputting the feature information into the trained machine learning model for processing, judging whether the current vehicle is a smoke-related illegal vehicle or not, and if yes, outputting alarm information; wherein the feature information of the current vehicle is the same as the feature information of the smoke-related illegal vehicle.

    本发明提供的一种涉烟违法车辆监管方法,包括以下步骤:S1.获取涉烟违法车辆的历史数据,并对涉烟违法车辆的历史数据进行预处理;S2.提取涉烟违法车辆的特征信息,所述特征信息包括车辆属性特征、车辆行为特征以及车辆附属信息;S3.将车辆属性特征和车辆行为特征输入至机器学习网络中进行训练,并判断机器学习网络预测值与实际值的偏差是否小于设定阈值,如是,则进入步骤S4;S4.实时采集道路中车辆信息,并从实时采集的信息中提取当前车辆的特征信息并输入至训练完成后的机器学习模型中进行处理,判断当前车辆是否为涉烟违法车辆,如是,则输出告警信息;其中,当前车辆的特征信息与涉烟违法车辆的特征信息相同。


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    Title :

    Smoke-related illegal vehicle supervision method


    Additional title:

    涉烟违法车辆监管方法


    Contributors:
    ZHAO MING (author) / ZHANG PENG (author) / DAI XIANG (author) / WU YULIN (author) / WANG DONGLIN (author) / LI QI (author)

    Publication date :

    2023-04-14


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

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



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