The invention provides a pure electric vehicle passenger compartment air conditioner refrigeration control method based on DDPG. A passenger compartment air conditioner refrigeration control module based on a DDPG algorithm, a reinforcement learning training environment and passenger compartment heat fluency amp are included. A thermal comfort module, wherein the reinforcement learning training environment comprises an automobile air conditioning system one-dimensional model and a passenger compartment thermal comfort prediction model; passenger compartment thermal fluency amp; the thermal comfort module comprises a passenger compartment three-dimensional model and a human body thermal comfort model; the passenger compartment air conditioner refrigeration control module based on the DDPG algorithm comprises an action network, an evaluation network and an experience recovery pool. Passenger compartment thermal fluency amp; the thermal comfort module is converted into a passenger compartment thermal comfort prediction model in the reinforcement learning training environment in a deep learning mode, and the passenger compartment air conditioner refrigeration control module based on the DDPG algorithm continuously interacts with the reinforcement learning training environment so as to achieve the training effect.

    本发明提供一种基于DDPG的纯电动汽车乘员舱空调制冷控制方法,包括基于DDPG算法的乘员舱空调制冷控制模块、强化学习训练环境以及乘客舱热流畅&热舒适性模块,强化学习训练环境包含汽车空调系统一维模型以及乘客舱热舒适性预测模型;乘客舱热流畅&热舒适性模块包含乘客舱三维模型和人体热舒适性模型;基于DDPG算法的乘员舱空调制冷控制模块包含动作网络、评价网络以及经验回收池。乘客舱热流畅&热舒适性模块采用深度学习的方式转化为强化学习训练环境中的乘客舱热舒适性预测模型,基于DDPG算法的乘员舱空调制冷控制模块与强化学习训练环境不断进行交互从而达到训练效果。


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    Titel :

    Pure electric vehicle passenger compartment air conditioner refrigeration control method based on DDPG


    Weitere Titelangaben:

    一种基于DDPG的纯电动汽车乘员舱空调制冷控制方法


    Beteiligte:
    HUANG HAO (Autor:in) / HU DONGHAI (Autor:in) / ZHANG HAIBO (Autor:in) / BAO JUNJIANG (Autor:in) / QIU CHENGYUN (Autor:in) / CHENG ZHAOXU (Autor:in) / SHAN JIANBIAO (Autor:in) / ZHANG XIONGFEI (Autor:in) / SU XIANGWEN (Autor:in) / MEI HAILONG (Autor:in)

    Erscheinungsdatum :

    2023-09-12


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    B60H ARRANGEMENTS OR ADAPTATIONS OF HEATING, COOLING, VENTILATING, OR OTHER AIR-TREATING DEVICES SPECIALLY FOR PASSENGER OR GOODS SPACES OF VEHICLES , Anordnung oder Einbau der Heizung, Kühlung, Lüftung oder anderer Luftbehandlungsvorrichtungen für die Fahrzeugräume für Reisende oder Fracht



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