The invention provides a traffic road condition prediction method based on a big data technology. The traffic road condition prediction method comprises the steps of 1, acquiring historical traffic data; 2, preprocessing the historical traffic data to obtain preprocessed historical traffic data; 3, performing big data analysis on the historical traffic data to obtain historical traffic data after big data analysis; 4, constructing a traffic data prediction model, and training the traffic data prediction model based on the historical traffic data after big data analysis; and 5, outputting a traffic data analysis and prediction result. According to the method, the current road condition information is integrally reflected and is combined with historical data, the accuracy is improved when the future road condition is predicted, and valuable reference information is provided for travel and traffic management of people.

    本发明提供了一种基于大数据技术的交通路况预测方法,包括:步骤1:获取历史交通数据;步骤2:对历史交通数据进行预处理,获取预处理后的历史交通数据;步骤3:对历史交通数据进行大数据分析,获取大数据分析后的历史交通数据;步骤4:构建交通数据预测模型,基于大数据分析后的历史交通数据对交通数据预测模型进行训练;步骤5:输出交通数据分析与预测结果。本发明整体反映了当前的路况信息,与历史数据相结合,在预测未来路况时提高了准确度,为人们出行和交通的管理提供有价值的参考信息。


    Access

    Download


    Export, share and cite



    Title :

    Traffic road condition prediction method based on big data technology


    Additional title:

    一种基于大数据技术的交通路况预测方法


    Contributors:
    ZHEN LINDONG (author) / WANG ZHIWEI (author)

    Publication date :

    2024-01-23


    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 / 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



    Traffic road condition prediction transceiver

    ZHANG CAN / CUI HUACHAO / CHEN CHAO et al. | European Patent Office | 2024

    Free access

    Traffic condition prediction method based on road social circle

    LIU YINGYING / NI XUCHUN | European Patent Office | 2020

    Free access

    Traffic road condition prediction method, device and equipment

    FENG ZEBANG / YANG XUNWEI / MA KE | European Patent Office | 2023

    Free access

    Traffic road condition prediction method and device and vehicle

    JIANG JINLONG / YU LI / LI QI et al. | European Patent Office | 2022

    Free access

    Traffic condition prediction system and traffic condition prediction method

    CHEN YEN-LIN / CHEN HSIU-CHIH / YU CHAO-WEI et al. | European Patent Office | 2022

    Free access