The error representation using the straight difference of two vectors in the inertial navigation system may not be reasonable as it does not take the direction difference into consideration. Therefore, we proposed to use the $SE_2(3)$ matrix Lie group to represent the state of the inertial-integrated navigation system which consequently leads to the common frame error representation. With the new velocity and position error definition, we leverage the group affine dynamics with the autonomous error properties and derive the error state differential equation for the inertial-integrated navigation on the north-east-down local-level navigation frame and the earth-centered earth-fixed frame, respectively, the corresponding extending Kalman filter (EKF), terms as $SE_2(3)$-EKF has also been derived. It provides a new perspective on the geometric EKF with a more sophisticated formula for the inertial-integrated navigation system. Furthermore, we propose a $SE_2(3)$-based smoothing algorithm based on the $SE_2(3)$-based EKF.
翻译:使用惯性导航系统中两个矢量的直径差异表示错误可能不合理,因为它没有考虑到方向差异。 因此,我们提议使用 $SE_2(3)$的矩阵 Lie Group 来代表惯性综合导航系统的状况,从而导致形成共同的框架错误表示。 有了新的速度和位置错误定义,我们用自主误差特性来利用该组的折合动态,并得出在东北下方地方一级导航框架和以地为中心、分别以地为主的陆基框架的惯性综合导航的错误状态差异方程,即相应的卡曼扩展过滤器(EKFF),也得出了用 $SE_2(3)-EKF 的术语,为惯性综合导航系统提供了一种更先进的公式的几何性 EKF新视角。 此外,我们提议以 $SE_2(3)美元为基础的 EKF 以基于 0.SE_2(3)美元的平滑动算法为基础, 。