The recently introduced matrix group SE2(3) provides a 5x5 matrix representation for the orientation, velocity and position of an object in the 3-D space, a triplet we call "extended pose". In this paper we build on this group to develop a theory to associate uncertainty with extended poses represented by 5x5 matrices. Our approach is particularly suited to describe how uncertainty propagates when the extended pose represents the state of an Inertial Measurement Unit (IMU). In particular it allows revisiting the theory of IMU preintegration on manifold and reaching a further theoretic level in this field. Exact preintegration formulas that account for rotating Earth, that is, centrifugal force and Coriolis force, are derived as a byproduct, and the factors are shown to be more accurate. The approach is validated through extensive simulations and applied to sensor-fusion where a loosely-coupled fixed-lag smoother fuses IMU and LiDAR on one hour long experiments using our experimental car. It shows how handling rotating Earth may be beneficial for long-term navigation within incremental smoothing algorithms.
翻译:最近推出的矩阵组SE2(3)为三维空间中一个物体的方向、速度和位置提供了一个5x5矩阵表解,称为三维方位。在本文件中,我们以这一组为基础,发展了将不确定性与5x5矩阵代表的延伸方位相联系的理论。我们的方法特别适合于描述在扩展方位代表一个惰性测量单位(IMU)状态时不确定性是如何扩散的。特别是它允许重新审视三维空间中一个物体的离心率预集理论,并达到这个领域的进一步理论水平。计算地球旋转的分解前集成公式,即离心力和焦力,是作为副产品衍生出来的,其因素显示更为准确。这种方法通过广泛的模拟得到验证,并在使用我们的实验车进行一个小时的松散的固定炉滑剂引信IMU和LIDAR的传感器熔化试验中应用。它表明,在渐进的平滑算算算法中,处理地球旋转可能有利于长期导航。