The invention belongs to the technical field of artificial intelligence, and discloses an intelligent high-speed integrated management system based on the Internet of Things, and the system comprises the steps: collecting lane speed limit data, vehicle speed data, vehicle condition data, high-speed environment data and lane specified speed data; based on the vehicle state data, using a multi-task DNN model to predict emission health data, engine health data and tire health data, and using an adaptive weighting method to obtain vehicle diagnosis index data; setting a health threshold value, and judging whether the vehicle is healthy; for the vehicle diagnosis index data and the high-speed environment data of the healthy vehicle, using an SVR model to predict a safe speed; setting safe high-speed range data, judging whether the healthy vehicle is overspeed or tortoise-speed driving or not, and carrying out early warning reminding; the traffic safety and environmental protection performance of the expressway are improved, the emergency response capability is improved through intelligent speed limit management and real-time monitoring, and the accident risk is effectively reduced.

    本发明属于人工智能技术领域,本发明公开了一种基于物联网的智慧高速综合管理系统,包括:采集车道限速数据、车速数据、车辆状况数据、高速环境数据以及车道规定速度数据;基于车辆状态数据,使用多任务DNN模型预测排放健康数据、发动机健康数据以及轮胎健康数据,并使用自适应加权方法得到车辆诊断指标数据;设置健康阈值,判断车辆是否健康;针对健康车辆的车辆诊断指标数据和高速环境数据,使用SVR模型预测安全速度;设置安全高速范围数据,判断健康车辆是否存在超速或龟速行驶,并进行预警提醒;提高了高速公路的交通安全和环保性能,还通过智能化的限速管理和实时监控,提升了应急响应能力,有效降低了事故风险。


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    Title :

    Intelligent high-speed integrated management system based on Internet of Things


    Additional title:

    一种基于物联网的智慧高速综合管理系统


    Contributors:
    DANG DONGZHE (author) / DING LIN (author) / LIU JIANGBO (author) / GUO MIANDONG (author) / DING CHAOPO (author) / NI JIANGFENG (author) / LI YANG (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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