The invention provides a vehicle overtime fatigue driving prediction method based on a neural network and intelligent equipment, and the method comprises the steps: obtaining a plurality of pieces of vehicle driving data in a preset time, carrying out the marking of whether a fatigue driving condition exists in each piece of vehicle driving data, and generating a training set; constructing a prediction model by using a long short-term memory neural network, and training the prediction model by using the training set; and acquiring historical driving data of the to-be-tested vehicle within a preset time, inputting the historical driving data into the prediction model, and outputting a result indicating whether the vehicle is in fatigue driving within the prediction time. According to the vehicle overtime fatigue driving prediction method based on the neural network and the intelligent equipment provided by the invention, whether a fatigue driving condition exists in a subsequent vehicle can be judged through the long-short-term memory neural network prediction model according to the historical vehicle driving data, so that an early warning can be given to a driver in advance, and the traffic safety is improved.

    本发明提供了基于神经网络的车辆超时疲劳驾驶预测方法及智能设备,该方法包括,获取多条在预设时间内的车辆行驶数据,对每一条车辆行驶数据进行是否存在疲劳驾驶情况的标注,并生成训练集;利用长短期记忆神经网络构建预测模型,并利用训练集对预测模型进行训练;获取待测车辆在预设时间内的历史行驶数据,将历史行驶数据输入预测模型,输出在预测时间内车辆是否存在疲劳驾驶的结果。本发明提供的基于神经网络的车辆超时疲劳驾驶预测方法及智能设备,能够通过长短期记忆神经网络预测模型,并根据历史的车辆行驶数据,对后续车辆是否存在疲劳驾驶情况进行判断,从而能够对驾驶员提前发出预警,提高交通安全。


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    Title :

    Vehicle overtime fatigue driving prediction method based on neural network and intelligent device


    Additional title:

    基于神经网络的车辆超时疲劳驾驶预测方法及智能设备


    Contributors:
    YANG QIANG (author) / WEI XIN (author) / ZHONG GUOPING (author) / JIANG KUN (author) / LI QIUMEI (author)

    Publication date :

    2024-02-20


    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 / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES / G08B SIGNALLING OR CALLING SYSTEMS , Signalisier- oder Rufsysteme



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