The invention discloses a regional public parking lot charging demand prediction method based on parking big data, and belongs to the technical field of public utilities, and the method specifically comprises the steps: 1, obtaining the parking, charging and operation data of a new energy vehicle, and dividing a research range; 2, establishing a unified data access platform, and obtaining the original data and parking data of the driving of the new energy vehicle within the research range; 3, establishing a non-operating vehicle charging demand prediction model and an operating vehicle charging demand prediction model; 4, obtaining the parking and charging data of the new energy vehicles in the public parking lot, and predicting the charging demands of non-operating vehicles and operating vehicles through the non-operating vehicle charging demand prediction model and the operating vehicle charging demand prediction model; and 5, evaluating the prediction data of the non-operating vehicle and the operating vehicle charging demand, and carrying out re-learning on the non-operating vehicle charging demand prediction model and the operating vehicle charging demand prediction model according to an evaluation result.

    本发明公开了基于停车大数据的区域公共停车场充电需求预测方法,属于公用事业技术领域,具体方法包括:步骤一:获取新能源车辆停车、充电和运行数据,划分研究范围;步骤二:建立统一数据接入平台,获取研究范围内行驶的新能源车辆行驶的原始数据和停车数据;步骤三:建立非营运车辆充电需求预测模型和营运车辆充电需求预测模型;步骤四:获取公共停车场新能源车辆停车和充电数据,通过非营运车辆充电需求预测模型和营运车辆充电需求预测模型对非营运车辆和营运车辆充电需求进行预测;步骤五:对非营运车辆和营运车辆充电需求的预测数据进行评价,并根据评价结果对非营运车辆充电需求预测模型和营运车辆充电需求预测模型进行再学习。


    Access

    Download


    Export, share and cite



    Title :

    Regional public parking lot charging demand prediction method based on parking big data


    Additional title:

    基于停车大数据的区域公共停车场充电需求预测方法


    Contributors:
    WANG CHUN (author) / ZHANG WEIHUA (author) / LI LI (author) / ZHAO SHI (author) / ZHU KAI (author) / WU CONG (author)

    Publication date :

    2022-03-04


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    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 / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS



    Parking assistance method based on parking demand

    WU YAO / SU JUNQIANG / WANG LINGYI et al. | European Patent Office | 2022

    Free access

    Intelligent parking lot parking charging system

    FU JIAN / CHEN HANDE / NING ZHIQIANG et al. | European Patent Office | 2022

    Free access

    Parking charging device and parking lot

    YANG HUAIDONG / LIU JIE / GAO YANFENG et al. | European Patent Office | 2023

    Free access


    Urban traffic intelligent parking charging system and parking charging method

    HUANG HUAN | European Patent Office | 2024

    Free access