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状態推定arXiv:1903.07230

姿勢計測のみから自由浮遊目標の運動を推定する非線形オブザーバ

A Nonlinear Observer for Free-Floating Target Motion using only Pose Measurements

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相対姿勢の計測だけを用いて、非協力的な自由浮遊衛星の慣性姿勢と速度を推定する非線形オブザーバをSE(3)上で設計し、シミュレーションと実験で検証した。

著者: Hrishik Mishra, Marco De Stefano, Alessandro Massimo Giordano, Christian Ott

分類: cs.RO

原文アブストラクト

In this paper, we design a nonlinear observer to estimate the inertial pose and the velocity of a free-floating non-cooperative satellite (Target) using only relative pose measurements. In the context of control design for orbital robotic capture of such a non-cooperative Target, due to lack of navigational aids, only a relative pose estimate may be obtained from slow-sampled and noisy exteroceptive sensors. The velocity, however, cannot be measured directly. To address this problem, we develop a model-based observer which acts as an internal model for Target kinematics/dynamics and therefore, may act as a predictor during periods of no measurement. To this end, firstly, we formalize the estimation problem on the SE(3) Lie group with different state and measurement spaces. Secondly, we develop the kinematics and dynamics observer such that the overall observer error dynamics possesses a stability property. Finally, the proposed observer is validated through robust Monte-Carlo simulations and experiments on a robotic facility.

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