The invention belongs to the technical field of artificial intelligence, and discloses a vehicle driving style self-adaption method based on online learning, and the method comprises the steps: obtaining the vehicle driving data of a plurality of continuous moments including the current moment in the vehicle driving process; inputting the vehicle driving data into a driving style detection model obtained by online training to obtain a driving style of the driver at the next moment; the vehicle is correspondingly controlled based on the driving style; the online training process of the driving style detection model comprises the steps of predicting a vehicle driving data predicted value at the next moment based on the vehicle driving data, generating an online feedback strategy based on an error between the vehicle driving data and the vehicle driving data predicted value, and performing online feedback training on the driving style detection model based on the online feedback strategy. According to the method, the driving style of the driver can be dynamically predicted, the vehicle is adaptively adjusted based on the predicted driving style, and the purpose of'thousands of vehicles and thousands of people 'is achieved.
本发明属于人工智能技术领域,公开了一种基于在线学习的车辆驾驶风格自适应方法,该方法包括:在车辆行驶过程中,获取包括当前时刻在内的连续多个时刻的车辆行驶数据;将车辆行驶数据输入到在线训练所得的驾驶风格检测模型,得到驾驶员下一时刻的驾驶风格;基于驾驶风格对车辆进行相应的控制;驾驶风格检测模型的在线训练过程包括:基于车辆行驶数据预测下一时刻的车辆行驶数据预测值,基于车辆行驶数据与车辆行驶数据预测值之间的误差,生成在线反馈策略,并基于在线反馈策略对驾驶风格检测模型进行在线反馈训练。本发明可以动态预测驾驶员的驾驶风格,基于预测出的驾驶风格来对车辆进行自适应调整,实现了“千车千面和千人千面”的目的。
Vehicle driving style self-adaption method based on online learning
一种基于在线学习的车辆驾驶风格自适应方法
01.04.2025
Patent
Elektronische Ressource
Chinesisch
IPC: | B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion |
Automatic driving perception self-adaption method, device and system and vehicle
Europäisches Patentamt | 2024
|Quality estimation method for automatic driving commercial vehicle based on radius self-adaption
Europäisches Patentamt | 2024
|Driving program self-adaption method and device, storage medium, vehicle controller and vehicle
Europäisches Patentamt | 2024
|Vehicle and self-learning method and device for driving style of vehicle
Europäisches Patentamt | 2020
|