The invention discloses a method for estimating the remaining driving range of a pure electric vehicle. The invention belongs to the technical field of electric automobiles. The invention aims to provide a method for estimating the remaining driving range of a pure electric vehicle based on map information and an iterative SVR model. The method comprises the following steps: (1) analyzing influence factors influencing the driving range according to an automobile physical model and actual data; (2) carrying out fragment division on the driving condition data, and extracting feature parameters of fragments; (3) based on the characteristic parameters, carrying out category division on the working condition fragments through a clustering method; (4) establishing an SVR model for calculating the SOC decrease value per unit mileage; (5) acquiring road information by using a Baidu map API path planning function, and predicting future driving conditions; and (6) through loop iteration of the SVR model, combining the current SOC value, the working condition parameters and the temperature value, and predicting the remaining driving range of the automobile.
一种纯电动汽车剩余续驶里程估算方法。本发明属于电动汽车技术领域。目的是提出一种基于地图信息和迭代SVR模型的纯电动汽车剩余续驶里程估算方法。包括以下步骤:(1)依据汽车物理模型和实际数据分析影响续驶里程的影响因素。(2)将行驶工况数据进行片段划分,提取片段的特征参数。(3)基于特征参数,通过聚类方法对工况片段进行类别划分。(4)建立计算单位里程SOC下降值的SVR模型。(5)利用百度地图API路径规划功能获取道路信息,预测未来行驶工况。(6)通过循环迭代SVR模型,结合当前SOC值、工况参数与温度值,预测汽车的剩余续驶里程。
Method for estimating remaining driving range of pure electric vehicle
一种纯电动汽车剩余续驶里程估算方法
2021-10-22
Patent
Electronic Resource
Chinese
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 |
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