The invention provides an urban traffic accident early warning method based on space-time gridding data, which can provide more timely and comprehensive early warning information. Meanwhile, the earlywarning information can be used as public information, so that a target vehicle can be early warned and services can be provided for a traffic management department regardless of whether the vehicleis provided with a sensor or not. In the technical scheme of the invention, various basic data such as gate data, vehicle GPS data and weather data are fused; in combination with traffic accident dataof a to-be-detected region, the problems of data loss and unbalanced positive and negative sample distribution are solved based on a generative adversarial neural network, and finally, a traffic accident prediction model is constructed based on a long-term and short-term memory neural network algorithm to predict traffic accidents at specified time.

    本发明提供一种基于时空网格化数据的城市交通事故预警方法,其可以提供更及时全面的预警信息,同时预警信息可以作为公共信息,无论车辆本身是否安装传感器都可以对目标车辆进行预警以及为交通管理部门提供服务。本发明技术方案中,融合卡口数据、车辆GPS数据和天气数据等多种基础数据,结合待检测地区的交通事故数据,同时,基于生成式对抗神经网络解决数据缺失和正负样本分布不均衡问题,最后基于长短期记忆神经网络算法构建交通事故预测模型,对指定时间的交通事故进行预测。


    Access

    Download


    Export, share and cite



    Title :

    Urban traffic accident early warning method based on space-time gridding data


    Additional title:

    一种基于时空网格化数据的城市交通事故预警方法


    Contributors:
    CAO PENG (author) / SUN HAN (author) / GE GUANGZHAO (author) / ZHAO LEI (author) / JIANG JIANDUO (author) / ZHANG PEI (author)

    Publication date :

    2020-10-20


    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



    Vehicle traffic accident early warning method

    YU DAN / TANG TINGYUE / LAN YUQING et al. | European Patent Office | 2022

    Free access

    Crossing traffic accident early warning method

    XU MING | European Patent Office | 2021

    Free access

    TRAFFIC ACCIDENT WARNING METHOD AND TRAFFIC ACCIDENT WARNING APPARATUS

    WU YIFAN | European Patent Office | 2018

    Free access

    Traffic accident early warning system and method

    TAN JIA | European Patent Office | 2022

    Free access

    Traffic accident early warning method and device

    LU CHUANWEN / TANG WEIFANG / LI GANG | European Patent Office | 2021

    Free access