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VEHICLE SIDESLIP ANGLE ESTIMATION USING TWO SINGLE-ANTENNA GPS RECEIVERS

机译:使用两个单天线GPS接收器的车辆侧线角估计

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Knowing vehicle sideslip angle accurately is critical for active safety systems such as Electronic Stability Control (ESC). Vehicle sideslip angle can be measured through optical speed sensors, or dual-antenna GPS. These measurement systems are costly (~$5k to $100k), which prohibits wide adoption of such systems. This paper demonstrates that the vehicle sideslip angle can be estimated in real-time by using two low-cost single-antenna GPS receivers. Fast sampled signals from an Inertial Measurement Unit (IMU) compensate for the slow update rate of the GPS receivers through an Extended Kalman Filter (EKF). Bias errors of the IMU measurements are estimated through an EKF to improve the sideslip estimation accuracy. A key challenge of the proposed method lies in the synchronization of the two GPS receivers, which is achieved through an extrapolated update method. Analysis reveals that the estimation accuracy of the proposed method relies mainly on vehicle yaw rate and longitudinal velocity. Experimental results confirm the feasibility of the proposed method.
机译:了解车辆侧滑角度对于诸如电子稳定控制(ESC)的主动安全系统至关重要。可以通过光学速度传感器或双天线GPS来测量车辆侧滑角。这些测量系统的昂贵(〜5K至100万美元),禁止广泛采用此类系统。本文演示了通过使用两个低成本的单天线GPS接收器实时估计车辆侧滑角。来自惯性测量单元(IMU)的快速采样信号通过扩展卡尔曼滤波器(EKF)来补偿GPS接收器的慢更新速率。通过EKF估计IMU测量的偏差误差,以提高侧滑估计精度。所提出的方法的一个关键挑战在于,两个GPS接收器的同步,通过外推的更新方法实现。分析表明,所提出的方法的估计精度主要依赖于车辆横摆率和纵向速度。实验结果证实了该方法的可行性。

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