The invention relates to the technical field of intelligent Internet of Things, in particular to a new energy vehicle charging management service platform and method based on intelligent Internet of Things. The method comprises the following steps: collecting user daily behavior data, vehicle external data, charging station external data, vehicle internal data, charging station monitoring data, payment SDK, charging power, road congestion rating and electricity price; inputting vehicle external data and charging station external data to a pre-constructed intelligent scheduling model to output probability distribution of charging station numbers; the probability distribution of the charging station numbers is input to an intelligent scheduling final selection unit to output final charging station numbers; inputting daily behavior data of the user and external data of the vehicle into the adaptive charging model to output a charging strategy; according to the invention, the condition that the adaptive relationship between the vehicle and the charging station is many-to-many butt joint is considered, and one-to-one selection of the accurate butt joint vehicle and the charging station is carried out through the machine learning model.
本发明涉及智能物联技术领域,更具体地说,本发明涉及基于智能物联的新能源车辆充换电管理服务平台及方法,方法包括:收集用户日常行为数据、车辆外部数据、充电站外接数据、车辆内部数据、充电站监测数据、支付SDK、充电功率、道路拥堵评级与电价;输入车辆外部数据与充电站外接数据至预构建的智能调度模型输出充电站编号的概率分布;将充电站编号的概率分布输入至智能调度最终选择单元输出最终的充电站编号;输入用户日常行为数据与车辆外部数据输入至自适应充电模型输出充换电策略;本发明考虑到了车辆与充电站的适配关系为多对多对接的情况,通过机器学习模型进行精准对接车辆与充电站的一对一选择。
New energy vehicle charging management service platform and method based on intelligent internet of things
基于智能物联的新能源车辆充换电管理服务平台及方法
2025-01-24
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 / G16Y |
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