The invention discloses a battery charging network deployment method using renewable energy. The method comprises the following steps: S1, collecting power grid state data and renewable energy supply data in real time through a sensor network; s2, predicting the power grid load and the renewable energy source supply based on the power grid state data and the renewable energy source supply data by using a long short-term memory network; s3, adopting regression analysis to determine an optimal scheduling plan of the charging demand of the electric vehicle based on a long short-term memory network prediction result; and S4, according to the real-time change of the power grid and the renewable energy source supply, a charging scheduling plan is dynamically updated, and the charging scheduling plan comprises adjustment of charging power and time. According to the invention, through intelligent and automatic charging network management, power grid changes are effectively adapted, energy utilization is optimized, environmental influences are reduced, and a solid technical support is provided for sustainable and intelligent power grid management.
本发明公开了一种利用可再生能源的电池充电网络部署方法,包括如下步骤:S1、通过传感器网络实时收集电网状态数据和可再生能源供给数据;S2、应用长短期记忆网络基于电网状态数据和可再生能源供给数据进行电网负荷和可再生能源供给的预测;S3、采用回归分析基于长短期记忆网络预测结果确定电动车充电需求的最优调度计划;S4、根据电网和可再生能源供给的实时变化,动态更新充电调度计划,所述充电调度计划包括调整充电功率和时间。本发明通过智能化、自动化的充电网络管理,有效适应电网变化,优化能源利用,减少环境影响,为实现可持续和智能的电网管理提供了坚实的技术支撑。
Battery charging network deployment method using renewable energy sources
一种利用可再生能源的电池充电网络部署方法
2025-01-03
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 / H02J CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER , Schaltungsanordnungen oder Systeme für die Abgabe oder Verteilung elektrischer Leistung |
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