Simultaneous compensation of geometric and compliance errors for robotics with consideration of variable payload effects

IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Mechatronics Pub Date : 2024-07-20 DOI:10.1016/j.mechatronics.2024.103228
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Abstract

In order to satisfy the high accuracy requirements of robotic applications, it is necessary to consider not only the geometric errors but also the compliance errors which are caused by the self-gravity of the link and the external payloads. A general error model is developed based on the modified Denavit-Hartenberg (DH) model. For the parameters in the error model, there is a coupling between the compliance coefficients and the link parameters, making it difficult to use only the compliance coefficients to compute the compliance errors due to external payloads. As the external payload for the robot manipulator varies, the parameter identification of the model should be conducted again. In this paper, a novel algorithm using a variable payload method is proposed to first identify the compliance coefficients using different payloads and end effector position information. Second, the kinematic parameter errors and link parameters are identified with the given compliance coefficients. Then, the algorithm generates a modified trajectory using the calibrated DH tables for the precision compensation. Simulation and experimental results demonstrate that the positioning accuracy can be improved by 80 % to 90 % even under different payloads. The root mean square, mean, maximum, and standard deviation of the residual errors by using the proposed algorithm could outperform the conventional kinematic algorithm.

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同时补偿机器人的几何误差和顺应误差,并考虑可变有效载荷效应
为了满足机器人应用的高精度要求,不仅要考虑几何误差,还要考虑链路和外部有效载荷的自重力造成的顺应误差。基于改进的 Denavit-Hartenberg (DH) 模型,我们建立了一个通用误差模型。对于误差模型中的参数,顺应系数和链接参数之间存在耦合,因此很难只使用顺应系数来计算外部有效载荷造成的顺应误差。随着机器人操纵器外部有效载荷的变化,应重新对模型进行参数识别。本文提出了一种使用可变有效载荷方法的新型算法,首先使用不同有效载荷和末端效应器位置信息识别顺应性系数。其次,利用给定的顺应系数确定运动参数误差和链接参数。然后,该算法利用校准的 DH 表生成修正轨迹,以进行精度补偿。仿真和实验结果表明,即使在不同的有效载荷下,定位精度也能提高 80% 至 90%。使用所提出的算法,残余误差的均方根、平均值、最大值和标准偏差都优于传统的运动学算法。
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来源期刊
Mechatronics
Mechatronics 工程技术-工程:电子与电气
CiteScore
5.90
自引率
9.10%
发文量
0
审稿时长
109 days
期刊介绍: Mechatronics is the synergistic combination of precision mechanical engineering, electronic control and systems thinking in the design of products and manufacturing processes. It relates to the design of systems, devices and products aimed at achieving an optimal balance between basic mechanical structure and its overall control. The purpose of this journal is to provide rapid publication of topical papers featuring practical developments in mechatronics. It will cover a wide range of application areas including consumer product design, instrumentation, manufacturing methods, computer integration and process and device control, and will attract a readership from across the industrial and academic research spectrum. Particular importance will be attached to aspects of innovation in mechatronics design philosophy which illustrate the benefits obtainable by an a priori integration of functionality with embedded microprocessor control. A major item will be the design of machines, devices and systems possessing a degree of computer based intelligence. The journal seeks to publish research progress in this field with an emphasis on the applied rather than the theoretical. It will also serve the dual role of bringing greater recognition to this important area of engineering.
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