The invention discloses a method for improving battery utilization efficiency through a battery scheduling algorithm based on big data. The method sequentially comprises the five steps of data reporting and collection, data collection and storage, data calculation, data return, work order distribution and battery scheduling execution. Through establishment of a gray model, the trained gray model is utilized to predict the number of future renting, group quitting and battery replacement cabinet users, and according to the optimized gray model, battery distribution and scheduling are guided, scheduling data corresponding to a work order is generated, and front-line scheduling personnel at the nearest position of the work order sending distance to the battery replacement cabinet needing battery scheduling are guided to carry out battery scheduling. And front-line dispatchers go to the battery replacement cabinet position specified by the work order, and execute battery dispatching operation according to the distribution condition of the batteries in the battery replacement cabinet displayed by the work order information in combination with the dispatching path. According to the invention, the battery replacement order and the number of batteries in the battery replacement cabinet are monitored and calculated in real time, and scheduling is optimized, so that the battery replacement requirement of a rider is met, and the utilization efficiency of the batteries is improved at the same time.

    本发明公开了一种基于大数据的电池调度算法提升电池利用效率的方法,依次包括数据上报和采集、数据的收集和存储、数据计算、数据回传、工单派发和电池调度执行五个步骤;通过灰度模型的建立,进而利用训练好的灰度模型,预测未来的起租、退组和换电柜使用人数,并根据优化好的灰度模型指导电池分配与调度,生成工单对应的调度数据,工单发送距离需要电池调度的换电柜最近位置的一线调度人员,一线调度人员前往工单指定的换电柜位置,根据工单信息显示的换电柜内电池的分配情况并结合调度路径执行电池调度作业。本发明通过对换电柜中换电订单和电池数量进行实时监测和计算,并优化调度,以满足骑手换电的需求,同时提高电池的利用效率。


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    Titel :

    Method for improving battery utilization efficiency through battery scheduling algorithm based on big data


    Weitere Titelangaben:

    一种基于大数据的电池调度算法提升电池利用效率的方法


    Beteiligte:
    CAI YUE (Autor:in) / CHENG YUSI (Autor:in) / ZHANG QUNHUA (Autor:in)

    Erscheinungsdatum :

    2023-11-17


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / 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 / H04Q Wähltechnik , SELECTING




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