The invention provides a new energy vehicle remaining driving mileage prediction method and system, relates to the field of new energy vehicle driving mileage prediction, and aims to solve the problem of how to improve the accuracy of new energy vehicle remaining driving mileage prediction. The method comprises the following steps: collecting discharge condition data of a plurality of vehicles through a big data platform, after a training target data set required by neural network training and a training input data set with high correlation with the remaining driving mileage of the vehicle are obtained through screening according to a preset condition, performing neural network training to establish a new energy vehicle remaining driving mileage prediction model; and obtaining current discharge condition data of the vehicle having a demand for the residual driving mileage prediction value, substituting the current discharge condition data into the new energy vehicle residual driving mileage prediction model, and calculating the residual driving mileage prediction value of the required vehicle. According to the invention, accurate residual driving mileage prediction can be obtained by establishing the vehicle residual driving mileage prediction model, and a driver can formulate a reasonable route plan according to the remaining driving mileage.
本发明提供一种新能源车辆剩余驾驶里程预测方法及系统,涉及新能源车辆驾驶里程预测领域,本发明解决的问题是如何提高新能源车辆剩余驾驶里程预测的准确性,本方法步骤包括通过大数据平台采集多辆车的放电工况数据,根据预设的条件筛选得到神经网络训练所需的训练目标数据集以及与车辆剩余驾驶里程相关性高的训练输入数据集后进行神经网络训练建立新能源车辆剩余驾驶里程预测模型,获取对剩余驾驶里程预测值有需求的车辆的当前放电工况数据代入新能源车辆剩余驾驶里程预测模型,计算出所需车辆的剩余驾驶里程预测值,本发明建立车辆剩余驾驶里程预测模型可以得出准确的剩余驾驶里程预测,驾驶员可以根据剩余驾驶里程制定合理的路线规划。
New energy vehicle remaining driving mileage prediction method and system
一种新能源车辆剩余驾驶里程预测方法及系统
2021-07-23
Patent
Electronic Resource
Chinese
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 / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
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