陆地车辆GNSS+惯性+里程计导航系统,扩展里程计模型识别

N. Vasilyuk, D. Tokarev
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引用次数: 0

摘要

里程表几何位移的识别是里程表相对于IMU的杠杆臂矢量的实时确定,IMU相对于车辆车身框架的框架姿态的确定,以及里程表尺度因子的细化。详细介绍了转向前轮和非控制后轮的里程表测量模型。考虑了陆地车辆特定轨迹上几何位移的可观测性条件。结果表明,通过设置里程表的杠杆臂组件相对于车身,可以实现在一定形状的轨迹上所有三个IMU的姿态角的可观测性。在没有前轮转向角信息的情况下,描述了几何位移的部分可观察性。次要可观察到的几何位移组合已被确定。Odometer的测量模型已经根据这些组合重新制定。开发了一种迭代最小二乘程序,用于实时评估这些可观察组合。得到了将里程表测量值纳入导航松耦合扩展卡尔曼滤波器观测向量的观测方程。本文介绍了安装在前轮和后轮上的里程表的实验结果。
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GNSS+inertial+odometer navigation system for land vehicles with an extended odometer’s model identification
An identification of geometric displacements of an odometer is a real-time determination of the odometer’s lever arm vector relative to an IMU, determination of the IMU’s frame attitude relative to a vehicle’s body frame, and a refinement of an odometer’s scale factor. Odometer’s measurements models for steering front wheels and for uncontrolled rear wheels have been developed in detail. Observability conditions of the geometric displacements on trajectories specific for a land vehicle have been considered. It is shown that by setting the odometer’s lever arm components relative to the vehicle body, the observability of all three IMU’s attitude angles on trajectories of a certain shape may be achieved. The partial observability of the geometric displacements in the absence of information about a steering angle of the front wheels has been described. Secondary observable combinations of the geometric displacements have been identified. Odometer’s measurement models have been reformulated in terms of these combinations. An iterative least-squares procedure has been developed for evaluation of these observable combinations in real time. Observation equations have been obtained for incorporating the odometer’s measurements into an observation vector of a navigation loose-coupling Extended Kalman Filter. Experimental results obtained with the odometer, attached on both the front and rear wheels have been presented.
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