A two-step method for kinematic parameters calibration based on complete pose measurement-Verification on a heavy-duty robot

被引:9
|
作者
Miao, Lei [1 ,2 ]
Zhang, Yongliang [1 ,2 ,3 ]
Song, Zhichao [1 ,2 ,3 ]
Guo, Yingjie [1 ,2 ]
Zhu, Weidong [1 ,2 ]
Ke, Yinglin [1 ,2 ]
机构
[1] Zhejiang Univ, Sch Mech Engn, State Key Lab Fluid Power & Mechatron Syst, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, Sch Mech Engn, Key Lab Adv Mfg Technol Zhejiang Prov, Hangzhou 310027, Peoples R China
[3] AV Shenyang Aircraft Corp, Shenyang 110850, Peoples R China
基金
中国国家自然科学基金;
关键词
Kinematic calibration; Redundant parameters analysis; Heavy-duty robot; Complete pose measurement; Two-step calibration; INDUSTRIAL ROBOT; ERROR COMPENSATION; MODEL; IDENTIFICATION; SYSTEM;
D O I
10.1016/j.rcim.2023.102550
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The poor pose accuracy of industrial robots restricts their further application in aviation manufacturing. Kinematic calibration based on position errors is a traditional method to improve robot accuracy. However, due to the difference between length errors and angle errors in the order of magnitude, it is difficult to accurately calibrate these geometric parameters together. In this paper, a two-step method for robot kinematic parameters calibration and a novel method for position and orientation measurement are proposed and combined to identify these two kinds of errors respectively. The redundant parameter errors that affect the identification are also analyzed and eliminated to further improve the accuracy of this two-step method. Taking the Levenberg-Marquardt algorithm as the underlying algorithm, simulation results indicate that the proposed two-step calibration method has faster iteration speed and higher identification accuracy than the traditional one. On this basis, the calibration and measurement methods proposed in this paper are verified on a heavy-duty robot used for fiber placement. Experimental results show that the mean absolute position error decreases from 0.9906 mm to 0.3703 mm after calibration by the proposed two-step calibration method with redundancy elimination. The absolute position accuracy has increased by 41.81% compared with the traditional method based on position errors only and 14.97% compared with the two-step calibration method without redundancy elimination. At the same time, the orientation errors after calibration are not more than 0.1485 degrees, and the average of absolute errors is 0.0447.
引用
收藏
页数:17
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