The invention discloses a driving route optimization neural network automobile air conditioner control method. The method comprises the following steps: S1, data collection: collecting vehicle navigation information and real-time traffic information; s2, data cleaning: removing abnormal values from the collected data, and filling missing values; s3, feature extraction: performing feature extraction on the cleaned data by selecting a mean value, a variance, frequency domain analysis and a time sequence; s4, predicting a route and an environment: predicting the driving route and the driving environment of the vehicle by the neural network model through feature extraction; s5, the air conditioner is adjusted in advance, specifically, according to the prediction result, the air conditioner adjusts the working mode and parameters in advance; the driving route and the driving environment of the automobile are continuously monitored, and the air conditioner is adjusted according to real-time data. Personalized comfortable experience is provided, the energy utilization rate of the automobile is increased, and driving comfort and safety are improved; and the neural network-based technology can continuously learn and optimize, so that the carbon emission of the automobile is reduced.
本发明公开了一种行车路线优化神经网络汽车空调控制方法,步骤为:S1:数据收集:收集车辆导航信息和实时交通信息;S2:数据清洗:将收集的数据进行移除异常值、填补缺失值;S3:特征提取:选择均值、方差、频域分析、时间序列对清洗后的数据进行特征提取;S4:预测路线和环境:神经网络模型通过提取特征对车辆的行驶路线和行驶环境进行预测;S5:提前调整空调:根据预测结果,空调提前调整工作模式和参数;S6:实时调整空调:持续监测车辆的行驶路线和行驶环境,根据实时数据对空调进行调整,本发明提供个性化舒适体验,提高汽车的能源利用率,提升驾驶舒适和安全性;基于神经网络的技术可以不断学习和优化,降低汽车的碳排放量。
Driving route optimization neural network automobile air conditioner control method
一种行车路线优化神经网络汽车空调控制方法
2024-08-20
Patent
Electronic Resource
Chinese
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 / B60R Fahrzeuge, Fahrzeugausstattung oder Fahrzeugteile, soweit nicht anderweitig vorgesehen , VEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
Intelligent automobile air conditioner control method based on convolutional neural network
European Patent Office | 2024
|European Patent Office | 2023
|Air conditioner of automobile, control method of air conditioner and automobile
European Patent Office | 2020
|European Patent Office | 2020
|Automobile air conditioner control method and device and automobile air conditioner system
European Patent Office | 2022
|