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Numerical Solution Using Nonlinear Least-Squares Method for Inverse Kinematics Calculation of Redundant Manipulators

机译:非线性最小二乘法求解冗余度机械臂逆运动学数值解

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摘要

In this paper, we present an Inverse Kinematics (IK) algorithm based on the nonlinear least-squares method for redundant manipulators. The Newton-Raphson (NR) method is a common method for IK calculation of redundant manipulators. The NR method, however, causes many problems in terms of joint angle limits, singularity, and solvability. Several methods have therefore been proposed to solve these problems. Most, however, focus only on IK calculation performance when a desired trajectory moves outside of the workspace. A manipulator is required to move continuously, even after a desired trajectory moves outside of the workspace. It is thus also necessary to implement the IK calculation method for bringing a desired trajectory back into the workspace. In this study, we propose a user-friendly method for robotic manipulation that is capable of implementing accurate IK calculation when a desired trajectory must be returned to the workspace.
机译:在本文中,我们提出了一种基于非线性最小二乘法的冗余机械手逆运动学(IK)算法。牛顿-拉夫森(Newton-Raphson,NR)方法是用于冗余机械手IK计算的常用方法。但是,NR方法在关节角度限制,奇异性和可溶性方面引起许多问题。因此,已经提出了几种方法来解决这些问题。但是,大多数情况下,当所需轨迹移动到工作空间之外时,仅专注于IK计算性能。即使在所需轨迹移动到工作空间之外,机械手也需要连续移动。因此,也有必要实现IK计算方法,以将所需的轨迹带回到工作空间中。在这项研究中,我们提出了一种用于机器人操纵的用户友好方法,当必须将所需轨迹返回到工作空间时,该方法能够实现准确的IK计算。

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