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Driver Assistance System With a Dual Control Scheme: Effectiveness of Identifying Driver Drowsiness and Preventing Lane Departure Accidents

机译:具有双重控制方案的驾驶员辅助系统:识别驾驶员困倦和防止车道偏离事故的有效性

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摘要

Driver drowsiness is a common cause of fatal traffic accidents. In this study, a driver assistance system with a dual control scheme is developed; it attempts to perform simultaneously the safety control of the vehicle and identification of the driveru27s state. The assistance system implements partial control in the event of lane departure and gives the driver the chance to voluntarily take the action needed. If the driver fails to implement the steering action needed within a limited time, the assistance system judges that “the driveru27s understanding of the given situation is incorrect” and executes the remaining control. We used a driving simulator equipped with the assistance system to investigate the effectiveness of identifying driver drowsiness and preventing lane departure accidents. Twenty students participated in three trials on a straight expressway, and they were required to implement only lateral control. We hypothesized that a participant cannot implement the action needed to maintain safety when he/she falls asleep, and that in such a case, the assistance system will implement the safety control repeatedly. The assistance system assisted the participants only when almost really needed, such as when their eyelids were closed. The results validated the hypothesis, showing that the assistance system implemented the safety control repeatedly when a participant fell asleep. In addition, the algorithms used by the assistance system to determine whether the driver can continue driving were evaluated through a leave-one-out cross-validation, and they were proven to be effective for identifying driver drowsiness.
机译:驾驶员的嗜睡是致命交通事故的常见原因。在这项研究中,开发了具有双重控制方案的驾驶员辅助系统。它试图同时执行车辆的安全控制和驾驶员状态的识别。辅助系统在车道偏离时执行部分控制,并为驾驶员提供自愿采取所需行动的机会。如果驾驶员未能在限定的时间内执行所需的转向操作,则辅助系统会判断“驾驶员对给定情况的理解不正确”,并执行剩余的控制。我们使用配备了辅助系统的驾驶模拟器来研究识别驾驶员困倦和防止车道偏离事故的有效性。 20名学生参加了一条直行高速公路上的三项试验,要求他们仅实施横向控制。我们假设参与者入睡时无法执行维持安全所需的动作,并且在这种情况下,辅助系统将反复执行安全控制。辅助系统仅在几乎真正需要时(例如,他们的眼皮闭合时)为参与者提供帮助。结果证实了这一假设,表明当参与者入睡时,辅助系统会反复实施安全控制。另外,通过留一法交叉验证对辅助系统用来确定驾驶员是否可以继续驾驶的算法进行了评估,事实证明,这些算法可有效识别驾驶员的睡意。

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