{"title":"惯性测量单元(imu)作为车辆技术的一种新应用,通过方向盘运动进行疲劳驾驶检测","authors":"Samuel Lawoyin, D. Fei, O. Bai","doi":"10.4236/OJSST.2014.44018","DOIUrl":null,"url":null,"abstract":"Introduction: Vehicular technologies intended for the improvement of driver safety are especially critical today in the view of the thousands of deaths that occur annually due to drowsy driving. Current technologies include physiological methods like electroencephalography (EEG), behavioral methods including driver video monitoring, and vehicle measures which include lane and steering wheel tracking. These current technologies are impractical in their current implementations as they cannot readily be used outside of laboratory settings due to their requirements for intrusive electrodes, expensive cameras, and complex equipment. An earlier article demonstrated an effective method for wheel tracking using only an accelerometer; however the introduction of integrated gyroscopes and accelerometers has afforded further opportunities. Objective: This paper introduces a novel, low-cost, and easy to implement an approach to address this unmet problem. Method: Through the use of an Inertial Measurement Unit (IMU) combining a gyroscope and an accelerometer, measurements of steering wheel behavior were recorded in both simulator and real world driving while compared against a standard potentiometer. Results: The excellent agreement between potentiometer recorded angles and IMU estimated angles (R2 = 0.98, P < 0.001) suggests that the complicated installation of potentiometers in vehicle steering columns is no longer a necessary step for steering wheel monitoring. 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引用次数: 11
摘要
导言:鉴于每年有数千人因疲劳驾驶而死亡,旨在提高驾驶员安全的车辆技术在今天尤为重要。目前的技术包括脑电图(EEG)等生理方法,驾驶员视频监控等行为方法,以及车道和方向盘跟踪等车辆测量方法。目前的这些技术在目前的实施中是不切实际的,因为它们需要侵入式电极、昂贵的相机和复杂的设备,所以不能在实验室环境之外轻易使用。早先的一篇文章演示了一种有效的车轮跟踪方法,仅使用加速度计;然而,集成陀螺仪和加速度计的引入提供了更多的机会。目的:介绍一种新颖、低成本、易于实现的方法来解决这一未满足的问题。方法:通过使用惯性测量单元(IMU),结合陀螺仪和加速度计,在模拟器和现实世界驾驶中记录方向盘的行为,并与标准电位器进行比较。结果:电位器记录的角度与IMU估计的角度非常吻合(R2 = 0.98, P < 0.001),表明在车辆转向柱上安装复杂的电位器不再是方向盘监测的必要步骤。结论:本文提出了一种基于IMU的困倦方向盘行为跟踪方法,该方法具有成本效益高、易于实现、准确估计转向行为的特点。结果表明,这种新型车辆技术为改善道路安全提供了希望。
A Novel Application of Inertial Measurement Units (IMUs) as Vehicular Technologies for Drowsy Driving Detection via Steering Wheel Movement
Introduction: Vehicular technologies intended for the improvement of driver safety are especially critical today in the view of the thousands of deaths that occur annually due to drowsy driving. Current technologies include physiological methods like electroencephalography (EEG), behavioral methods including driver video monitoring, and vehicle measures which include lane and steering wheel tracking. These current technologies are impractical in their current implementations as they cannot readily be used outside of laboratory settings due to their requirements for intrusive electrodes, expensive cameras, and complex equipment. An earlier article demonstrated an effective method for wheel tracking using only an accelerometer; however the introduction of integrated gyroscopes and accelerometers has afforded further opportunities. Objective: This paper introduces a novel, low-cost, and easy to implement an approach to address this unmet problem. Method: Through the use of an Inertial Measurement Unit (IMU) combining a gyroscope and an accelerometer, measurements of steering wheel behavior were recorded in both simulator and real world driving while compared against a standard potentiometer. Results: The excellent agreement between potentiometer recorded angles and IMU estimated angles (R2 = 0.98, P < 0.001) suggests that the complicated installation of potentiometers in vehicle steering columns is no longer a necessary step for steering wheel monitoring. Conclusion: This paper presents an IMU based method for drowsy steering-wheel behavioral tracking which is cost-effective, easy to implement, and accurately estimates steering behaviors. The results suggest that this novel vehicle technology offers hope for improving road safety.