The invention discloses an unattended hydrogen ion battery charging station, and relates to the technical field of energy management, and the unattended hydrogen ion battery charging station comprises the steps: monitoring battery state parameters and environmental conditions through a sensor, and collecting multi-dimensional data; transmitting the multi-dimensional data to an automatic operation platform for cleaning and feature extraction, and training an adaptive learning model; determining a charging strategy by applying an optimization algorithm according to the charging demand prediction result; the charging strategy is converted into a control instruction to be sent to a controller in the automatic operation platform, and the controller adjusts the working mode of the charging equipment after receiving the instruction; the running state of the battery is detected in real time, and when a potential fault is detected, an early warning mechanism is triggered; according to the method, the optimal charging strategy is determined through the differential evolution algorithm, multiple factors such as the charging demand intensity, the power level and the battery health are comprehensively considered, the global optimal solution is quickly found, the charging efficiency and the resource utilization rate are improved, and the operation cost is reduced.
本发明公开了一种无人值守的氢离子电池充电站,涉及能源管理技术领域,包括,通过传感器监测电池状态参数及环境条件,收集多维度数据;将多维度数据传输至自动化运营平台进行清洗和特征提取,并训练自适应学习模型;根据充电需求预测结果,应用优化算法确定充电策略;将充电策略转化为控制指令发送给自动化运营平台中的控制器,控制器接收到指令后调整充电设备的工作模式;实时检测电池的运行状态,当检测到潜在故障,触发预警机制;本发明通过差分进化算法确定最佳充电策略,综合考虑充电需求强度、功率水平和电池健康等多方面因素,快速找到全局最优解,提高了充电效率和资源利用率,降低了运营成本。
Unattended hydrogen ion battery charging station
一种无人值守的氢离子电池充电站
2025-02-14
Patent
Electronic Resource
Chinese
IPC: | B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
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