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Velocity aided attitude estimation for aerial robotic vehicles using latent rotation scaling

机译:基于潜在旋转比例的航空机器人速度辅助姿态估计

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Flight performance of aerial robotic vehicles is critically dependent on the quality of the state estimates provided by onboard sensor systems. The attitude estimation problem has been extensively studied over the last ten years and the development of low complexity, high performance, robust non-linear observers for attitude has been one of the enabling technologies fueling the growth of small scale aerial robotic systems. The velocity aided attitude estimation problem, that is simultaneous estimation of attitude and linear velocity of an aerial platform, has only been tackled using the non-linear observer approach in the last few years. Prior contributions have lead to non-linear observers for which either there is no stability analysis or for which the analysis is extremely complex. In this paper, we propose a simple relaxation of the state space, allowing scaled rotation matrices R ∈ ℝ3×3 such that RXT = uI where X = uR̂ and u > 0 is a positive scalar, along with additional observer dynamics to force u → 1 asymptotically. With this simple augmentation of the observer state space, we propose a non-linear observer with a straightforward Lyapunov stability analysis that demonstrates almost global asymptotic convergence along with local exponential convergence. Simulations as well as experimental results are provided to demonstrate the performance of the proposed observer.
机译:空中机器人飞行性能主要取决于机载传感器系统提供的状态估计的质量。在过去的十年中,已经对姿态估计问题进行了广泛的研究,低复杂度,高性能,鲁棒的非线性非线性姿态观测器的发展已成为推动小型空中机器人系统发展的重要技术之一。过去几年中,仅使用非线性观测器方法解决了速度辅助姿态估计问题,即同时估计空中平台的姿态和线速度。先前的贡献导致了非线性观察者的出现,要么没有稳定性分析,要么分析非常复杂。在本文中,我们提出了状态空间的一种简单松弛方法,允许按比例缩放旋转矩阵R∈×3×3,使得RXT = uI(其中X = uR̂且u> 0是一个正标量),以及附加的观察者动力学来强迫u→ 1渐近。通过观察者状态空间的这种简单扩充,我们提出了具有直接Lyapunov稳定性分析的非线性观察者,该分析说明了几乎全局渐近收敛以及局部指数收敛。提供了仿真和实验结果,以证明建议的观测器的性能。

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