ナビゲーション問題の幾何学
The Geometry of Navigation Problems
移動体のナビゲーション問題を包含する大規模なシステムクラスに対し、状態空間に群構造を系統的に与える新手法を提案し、線形観測器に近い性質を持つ観測器を導出した。
著者: Axel Barrau, Silvere Bonnabel
分類: eess.SY, cs.RO, cs.SY
原文アブストラクト
While many works exploiting an existing Lie group structure have been proposed for state estimation, in particular the Invariant Extended Kalman Filter (IEKF), few papers address the construction of a group structure that allows casting a given system into the framework of invariant filtering. In this paper we introduce a large class of systems encompassing most problems involving a navigating vehicle encountered in practice. For those systems we introduce a novel methodology that systematically provides a group structure for the state space, including vectors of the body frame such as biases. We use it to derive observers having properties akin to those of linear observers or filters. The proposed unifying and versatile framework encompasses all systems where IEKF has proved successful, improves state-of-the art "imperfect" IEKF for inertial navigation with sensor biases, and allows addressing novel examples, like GNSS antenna lever arm estimation.
