The invention discloses a storage and charging station control method based on machine learning, and a terminal, and the method comprises the steps: calling a plurality of training devices to train corresponding sub-neural networks based on the obtained operation data of a storage and charging station, and carrying out the parameter optimization of an energy management model based on the operation data and the sub-neural networks of the training devices, therefore, the sub-neural networks of different dimensions can be trained based on different trainers, so that the parameters of the energy management model can be optimized from different dimensions; and if the energy control strategy of the storage and charging station needs to be updated, the control parameters of the storage and charging station need to be calculated according to the historical operation data of the storage and charging station and the energy management model, so that the energy management strategy can be intelligently adjusted, the manual maintenance cost is reduced, and the economic benefits of the storage and charging station operation are improved.

    本发明公开了一种基于机器学习的储充站控制方法及终端,基于获取到的储充站的运行数据,调用多个训练器训练对应的子神经网络,再基于运行数据和训练器的子神经网络对能量管理模型进行参数优化,因此能够基于不同的训练器训练不同维度的子神经网络,从而保证能够从不同维度优化能量管理模型的参数;若储充站需要更新能量控制策略,需要根据储充站的历史运行数据和能量管理模型计算储充站的控制参数,因此能够智能地对能量管理策略进行调整,减少人工维护的成本,提高储充站运营的经济效益。


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Storage and charging station control method based on machine learning, and terminal


    Weitere Titelangaben:

    一种基于机器学习的储充站控制方法及终端


    Beteiligte:
    SHI ZHENGPING (Autor:in) / DIAO DONGXU (Autor:in) / ZHENG QIRONG (Autor:in) / LI GUOWEI (Autor:in)

    Erscheinungsdatum :

    2021-10-29


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen



    Charging terminal, equipment, system, station, energy storage pack and charging control method

    MU XIAOPENG / XU WEI / XIA XIULONG et al. | Europäisches Patentamt | 2022

    Freier Zugriff

    Charging terminal, equipment, system, station, energy storage pack and charging control method

    MU XIAOPENG / XU WEI / LI WENTAO et al. | Europäisches Patentamt | 2022

    Freier Zugriff

    Control method and system of automobile charging station, terminal and storage medium

    NA SE WOONG | Europäisches Patentamt | 2023

    Freier Zugriff

    Optical storage charging station energy scheduling method and terminal for automobile charging reservation

    LIN BING / ZHAO WENWEI / LI GUOWEI et al. | Europäisches Patentamt | 2023

    Freier Zugriff

    Charging station and charging station control method

    GAO DAOWEI | Europäisches Patentamt | 2023

    Freier Zugriff