The invention discloses a charging load prediction method and device, a storage medium and equipment. The method comprises the steps that historical charging data and position information of a charging station are acquired, and the historical charging data comprise historical short-time data, historical day data and historical week data; performing prediction processing on the historical charging data and the position information by using a convolutional neural network to obtain a prediction result, the prediction result including a historical short-term data prediction value, a historical day data prediction value and a historical week data prediction value; and performing fusion processing on the historical short-term data prediction value, the historical day data prediction value and the historical week data prediction value to obtain a target prediction result. According to the invention, the technical problem of low accuracy of the charging load prediction method in the prior art is solved.

    本发明公开了一种充电负荷预测方法、装置、存储介质及设备。其中,该方法包括:获取充电站的历史充电数据和位置信息,其中,上述历史充电数据包括:历史短时数据、历史日数据和历史周数据;采用卷积神经网络对上述历史充电数据和上述位置信息进行预测处理,得到预测结果,其中,上述预测结果包括:历史短时数据预测值、历史日数据预测值和历史周数据预测值;对上述历史短时数据预测值、上述历史日数据预测值和上述历史周数据预测值进行融合处理,得到目标预测结果。本发明解决了现有技术中充电负荷预测方法准确度较低的技术问题。


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    Title :

    Charging load prediction method and device, storage medium and equipment


    Additional title:

    充电负荷预测方法、装置、存储介质及设备


    Contributors:
    SUN ZHOU (author) / CHEN PING (author) / CHEN ZHEN (author) / YUAN XIAOXI (author) / LI XIANGLONG (author) / LIU XIANGLU (author) / QIAN ZIFENG (author) / WANG LIYONG (author) / LI ZHUOQUN (author)

    Publication date :

    2023-05-23


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    H02J CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER , Schaltungsanordnungen oder Systeme für die Abgabe oder Verteilung elektrischer Leistung / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / 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



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