基于截断全最小二乘正则化提高并联机器人运动学标定精度

IF 2.2 4区 计算机科学 Q2 ENGINEERING, MECHANICAL Journal of Mechanisms and Robotics-Transactions of the Asme Pub Date : 2023-07-11 DOI:10.1115/1.4062948
Shengqi Jian, Hao Xiong, Xiansheng Yang, Y. Lou
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引用次数: 0

摘要

为了解决并联机器人辨识矩阵的病态问题,提高并联机器人的精度,提出了一种新的运动学标定方法。运动学标定方法将截尾总最小二乘(T-TLS)正则化方法应用于电机的运动学逆标定,不存在单元不一致问题和构型选择问题。在仿真中,将T-TLS方法与经典正则化方法(包括截断奇异值分解(TSVD)方法和Tikhonov方法)在具有病态辨识矩阵问题的pmms逆运动学标定中的性能进行了比较。然后,将运动学标定方法应用于实际的3- PSS/S球形永磁样机。对于3- PSS/S球形永磁样机,该方法可将末端执行器的绝对角度误差从标定前的大于1.0°减小到标定后的小于0.1°。
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Enhancing Kinematic Calibration Accuracy for Parallel Manipulators Based on Truncated Total Least Square Regularization
This paper proposes a novel kinematic calibration method to address the ill-conditioned identification matrix problem and enhance the accuracy of Parallel Manipulators (PMs). The kinematic calibration method applies the Truncated Total Least Squares (T-TLS) regularization method to the inverse kinematic calibration of PMs and doesn't have the unit inconsistency issue and configuration selection issue. The performance of the T-TLS method in the inverse kinematic calibration of PMs that have the ill-conditioned identification matrix problem is compared to that of classical regularization methods, including the Truncated Singular Value Decomposition (TSVD) method and Tikhonov method, in simulations. Then, the kinematic calibration method is applied to a 3- PSS/S spherical PM prototype in the real world. For the 3- PSS/S spherical PM prototype, the kinematic calibration method can reduce the absolute angular errors of the end-effector from over 1.0 deg before calibration to less than 0.1 deg after calibration.
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来源期刊
CiteScore
5.60
自引率
15.40%
发文量
131
审稿时长
4.5 months
期刊介绍: Fundamental theory, algorithms, design, manufacture, and experimental validation for mechanisms and robots; Theoretical and applied kinematics; Mechanism synthesis and design; Analysis and design of robot manipulators, hands and legs, soft robotics, compliant mechanisms, origami and folded robots, printed robots, and haptic devices; Novel fabrication; Actuation and control techniques for mechanisms and robotics; Bio-inspired approaches to mechanism and robot design; Mechanics and design of micro- and nano-scale devices.
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