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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,用于四旋翼无人机的几何控制

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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:在特殊的欧几里得群SE(3)上开发了扩展卡尔曼滤波器(EKF),用于四旋翼无人机的几何控制。它是通过对SE(3)进行广泛的线性化以从噪声测量值估计四旋翼的状态而获得的。拟议的估算器考虑了旋转和平移动力学之间的所有耦合效应,并且以无坐标的方式开发。数值示例和几种情况下的实验结果说明了所提出的EKF的理想功能。拟议的SE(3)估计方案是空前的,这些结果对于在GPS拒绝的环境中或机载传感器部分出现故障的情况下的激进机动特别有用。

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