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A Novel Roll and Pitch Estimation Approach for a Ground Vehicle Stability Improvement Using a Low Cost IMU

机译:使用低成本IMU进行地面车辆稳定性改善的新型轧辊和俯仰估计方法

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Onboard attitude estimation for a ground vehicle is persuaded by its application in active anti-roll bar design. Conventionally, the attitude estimation problem for a ground vehicle is a complex one, and computationally, its solution is very intensive. Lateral load transfer is an important parameter which should be taken in account for all roll stability control systems. This parameter is directly related to vehicle roll angle, which can be measured using devices such as dual antenna global positioning system (GPS) which is a costly technique, and this led to the current work in which we developed a simple and robust attitude estimation technique that is tested on a ground vehicle for roll mitigation. In the first phase Luenberger and Sliding mode observer is implemented using simplest roll dynamics model to measure the roll angle of a vehicle and the validation of results is carried using commercial software, CarSim((R)) (CarSim, Ann Arbor, MI, USA). In the second phase of research, complementary and Kalman filters have been designed for attitude estimation. In the third phase, a low-cost inertial measurement unit (IMU) is mounted on a vehicle, and both the complementary filter (CF) and Kalman filter (KF) are applied independently to measure the data for both smooth and uneven terrains at four different frequencies. We compared the simulated and real-time results of roll and pitch angles obtained using the complementary and Kalman filters. Using the proposed method, the achieved root mean square error (RMSE) is less than 0.73 degree for pitch and 0.68 degree for roll, with a sample time of 2 ms. Thus, a warning signal can be generated to mitigate roll over. Hence, we claim that our proposed method can provide a low-cost solution to the roll-over problem for a road vehicle.
机译:对于地面车载姿态估计是通过其在主动防倾杆设计应用说服。传统上,地面车辆姿态估计问题是一个复杂的,和计算,其解决方案是非常密集。横向负载转移是应该在帐户采取对所有滚动稳定性控制系统的重要参数。该参数直接涉及的车辆侧倾角,其可以使用的设备,如双天线全球定位系统(GPS),这是一个昂贵的技术,来测量,这导致在其中我们开发了一种简单且坚固的姿态估计技术的当前工作即在地面车辆减缓辊进行测试。在第一阶段中的Luenberger和滑模观测使用简单的轧辊动力学模型来测量车辆的侧倾角和结果使用商业软件进行验证实现,CarSim((R))(CarSim,安阿伯,MI,USA )。在研究的第二阶段,互补和卡尔曼滤波器已经设计了姿态估计。在第三阶段,一个低成本的惯性测量单元(IMU)被安装在车辆上,并且两个互补滤波器(CF)和卡尔曼滤波器(KF)被独立地施加到测量为光滑和在四个不均匀的地形数据不同的频率。我们比较了摇摆和颠簸的模拟和实时结果使用互补和卡尔曼滤波器的角度获得。使用所提出的方法中,所获得的根均方误差(RMSE)小于0.73度的间距和0.68度辊,以2毫秒的采样时间。因此,警告信号可以产生超过减轻辊。因此,我们要求,我们提出的方法可以提供一个低成本的解决方案,以翻车问题的道路车辆。

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