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Extended Kalman filter on SE(3) for geometric control of a quadrotor UAV

机译:SE(3)上的扩展卡尔曼滤波器用于四轮压发电机UAV的几何控制

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An extended Kalman filter (EKF) is developed on the special Euclidean group, SE(3) for geometric control of a quadrotor UAV. It is obtained by performing an extensive linearization on SE(3) to estimate the state of the quadrotor from noisy measurements. Proposed estimator considers all the coupling effects between rotational and translational dynamics, and it is developed in a coordinate-free fashion. The desirable features of the proposed EKF are illustrated by numerical examples and experimental results for several scenarios. The proposed estimation scheme on SE(3) has been unprecedented and these results can be particularly useful for aggressive maneuvers in GPS denied environments or in situations where parts of onboard sensors fail.
机译:扩展的卡尔曼滤波器(EKF)是在特殊的欧几里德集团,SE(3)上开发的,用于四轮车UAV的几何控制。通过在SE(3)上进行广泛的线性化来估计从嘈杂测量来估计四足电池的状态。建议的估算员考虑旋转和平移动态之间的所有耦合效应,并以无坐标的方式开发。所提出的EKF的理想特征是通过数值例子和实验结果来说明几种情况。拟议的SE(3)估算方案已经前所未有,这些结果对于GPS拒绝环境中的攻击性或在船上传感器的部分失败的情况下,这些结果可能特别有用。

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