慣性支援航法におけるIMUプリインテグレーションの統一数学フレームワーク
The Unified Mathematical Framework for IMU Preintegration in Inertial-Aided Navigation System
異なる座標系や運動条件下でのIMUプリインテグレーションを統一的に扱う数学的枠組みを提案し、左摂動に基づく共分散伝播と不確かさの単調性を示した。
著者: Yarong Luo, Yang Liu, Chi Guo, Jingnan Liu
分類: cs.RO
原文アブストラクト
This paper proposes a unified mathematical framework for inertial measurement unit (IMU) preintegration in inertial-aided navigation system in different frames under different motion condition. The navigation state is precisely discretized as three parts: local increment, global state, and global increment. The global increment can be calculated in different frames such as local geodetic navigation frame and earth-centered-earth-fixed frame. The local increment which is referred as the IMU preintegration can be calculated under different assumptions according to the motion of the agent and the grade of the IMU. Thus, it more accurate and more convenient for online state estimation of inertial-integrated navigation system under different environment. Furthermore, the covariance propagation based on left perturbation is proposed for the first time, which is independent of the inputs of the gyroscope and accelerometer. Finally, we show the monotonicity of the uncertainty for determinant optimality criteria and R\'enyi entropy optimality criteria.
