Nonlinear dynamic inversion for redundant systems using the EKF formalism

H. Evain, M. Rognant, D. Alazard, J. Mignot
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引用次数: 7

Abstract

This paper presents an allocator for over-actuated systems based on the Extended Kalman Filter (EKF). The main advantages of the proposed approach are the greater flexibility in handling the constraints and its real-time capabilities. Based on the literature, theoretical convergence results, which ensure the convergence towards the local optimal values looked for, are presented. Another formulation of the kinematic equations of redundant systems that meet some constraints is also proposed in order to go through and/or avoid singularities. The two formulations are combined and applied to an academic example (a planar redundant manipulator arm).
基于EKF形式的冗余系统非线性动态反演
提出了一种基于扩展卡尔曼滤波(EKF)的过驱动系统分配器。该方法的主要优点是在处理约束方面具有更大的灵活性和实时性。在文献的基础上,给出了理论收敛结果,保证了算法向寻找的局部最优值收敛。对于满足某些约束条件的冗余系统,本文还提出了另一种运动方程的表述,以便通过和/或避免奇点。将这两种公式结合起来,并应用于一个学术实例(平面冗余机械臂)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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