The embodiment of the invention provides an air conditioner control model training method and device, equipment and a storage medium. The method comprises the steps that multiple sets of in-vehicle environment data collected by a PMV measuring device, clothes thermal resistance and human body metabolic rates corresponding to the sets of environment data and actual air conditioner operation parameters corresponding to the sets of environment data are obtained; training data are generated based on the multiple sets of in-vehicle environment data, the clothes thermal resistance and the human body metabolic rate corresponding to each set of environment data and the actual air conditioner operation parameters corresponding to each set of environment data; training data is adopted to train the initial prediction model, the air conditioner control model is obtained, the air conditioner control model is used for adjusting operation parameters of the vehicle-mounted air conditioner, in the model training process, the current in-vehicle environment is considered, multiple input variables such as the metabolism condition and the wearing condition of the user are also considered, and the air conditioner control model is obtained; intelligent adjustment is carried out through the air conditioner control model, a more comfortable in-vehicle environment is provided, and the requirements of different users are met.
本申请实施例提供一种空调控制模型的训练方法、装置、设备及存储介质。该方法包括:获取PMV测量装置采集的多组车内环境数据、各组环境数据对应的服装热阻、人体代谢率以及各组环境数据对应的实际空调运行参数;基于多组车内环境数据、各组环境数据对应的服装热阻、人体代谢率以及各组环境数据对应的实际空调运行参数生成训练数据;采用训练数据对初始预测模型进行训练,获得空调控制模型,空调控制模型用于调整车载空调的运行参数,本申请,在模型训练过程中,不仅考虑到当前车内环境,还考虑到用户代谢情况、穿着情况等多个输入变量,得到空调控制模型,通过空调控制模型进行智能化调节,提供更舒适的车内环境,满足不同用户的需求。
Training method, device and equipment of air conditioner control model and storage medium
空调控制模型的训练方法、装置、设备及存储介质
2025-02-14
Patent
Electronic Resource
Chinese
IPC: | G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / 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 / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung |
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