任意航空机械臂的实时参数估计

M. Young, R. Bhattacharya
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引用次数: 0

摘要

本文提出了一种估计任意航空机械臂系统参数的新算法。我们将航空机械臂抽象为在任意位置施加力和力矩的刚体。还假设在这些位置有测量力、加速度和角速度的传感器。本文研究的问题是实时融合这些传感器数据来估计质量、重心位置、惯性矩矩阵和这些力的作用位置。我们解析地推导出这些量与传感器数据即时或连续样本相关的表达式。我们还描述了不可能获得这种估计的机械手的运动。这一特性使我们能够定义航空机械臂的机动,我们总是可以确定刚体参数。该算法在一个带动臂的四旋翼系统上得到了成功的验证,该系统会引起惯性矩阵和重心位置的实时变化。
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Real-time parameter estimation for arbitrary aerial manipulators
In this paper we present a novel algorithm for estimating system parameters of arbitrary aerial manipulators. We abstract an aerial manipulator as a rigid body with forces and torques applied at arbitrary locations. It is also assumed that there are sensors that measure forces, accelerations and angular velocities at these locations. The problem studied here is to fuse these sensor data in real time to estimate mass, location of center of gravity, moment of inertia matrix and the locations where these forces are applied. We analytically derive expressions that relate these quantities to the sensor data instantly or over consecutive samples. We also characterize the motion of the manipulator for which such estimates are impossible to obtain. This characterization allows us to define maneuvers for the aerial manipulator for which we can always determine the rigid body parameters. The algorithm is successfully demonstrated on a quad-rotor system with a moving arm, which causes real-time variation in the inertia matrix and the center-of-gravity location.
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