The invention relates to the technical field of battery energy management, in particular to a hydrogen energy fuel cell energy management system and method based on reinforcement learning, and the system comprises an environment module and a fuel cell, which are used for converting hydrogen into electric energy and heat energy; adjusting power output according to an instruction of the energy management module; the energy storage system is electrically connected with the fuel cell, and the energy management module is in communication connection with the environment module, the fuel cell and the energy storage system and is used for receiving environment information sent by the environment module; based on a reinforcement learning algorithm, power output and start-stop operation of the fuel cell are managed and optimized in real time; the working states of the fuel cell and the energy storage system are monitored in real time, and power output and start-stop instructions are adjusted according to different conditions; the whole vehicle VCU is in communication connection with the fuel cell, the energy storage system and the energy management module and is used for transmitting and collecting data of the whole system; the work of each module is coordinated, the overall operation efficiency of the system is ensured, and the energy utilization efficiency is improved.
本发明涉及电池能量管理技术领域,特别是基于强化学习的氢能燃料电池能量管理系统及其方法,包括:环境模块,燃料电池,用于:将氢气转化为电能和热能;根据能量管理模块的指令调整功率输出;储能系统,与燃料电池电连接,能量管理模块,与环境模块、燃料电池和储能系统通信连接,用于:接收环境模块发送的环境信息;基于强化学习算法,实时对燃料电池的功率输出和启停操作进行管理和优化;实时监测燃料电池和储能系统的工作状态,并根据不同情况调整功率输出和启停指令;整车VCU,与燃料电池、储能系统和能量管理模块通信连接,用于:对整个系统的数据进行传输和采集;协调各模块的工作,确保系统的整体运行效率,提高了能量利用效率。
Hydrogen energy fuel cell energy management system and method based on reinforcement learning
基于强化学习的氢能燃料电池能量管理系统及其方法
2025-05-27
Patent
Electronic Resource
Chinese
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / H01M Verfahren oder Mittel, z.B. Batterien, für die direkte Umwandlung von chemischer in elektrische Energie , PROCESSES OR MEANS, e.g. BATTERIES, FOR THE DIRECT CONVERSION OF CHEMICAL ENERGY INTO ELECTRICAL ENERGY |
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