The opening of vehicle's sunroof is closely related to the environment in the vehicle and the habits of the occupants.By collecting the environmental parameters and sunroof opening result under various conditions,the prediction model of the sunroof opening result based on driver behavior was established,and the machine learning strategy suitable for users' habitual behavior changes was designed.Finally,the automatic opening experiment of the vehicle sunroof was performed according to the users' habits.The results show that the sunroof can be opened automatically according to the environmental parameters to meet the needs of user.%汽车天窗的开启结果与车内环境及驾乘人员的习惯密切相关.通过收集不同环境状态下驾乘人员的天窗操作结果,筛选影响汽车天窗开启过程的关键环境参量,建立对应用户行为喜好的汽车天窗开启预测模型,并针对人员行为习惯变化设计了机器学习策略.最后,进行了融合用户操作习惯的汽车天窗自动开启实验,结果表明,汽车天窗自动开启结果与用户操作意图接近一致,能够根据环境参数自动开启天窗,满足用户需求.
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