Pose error prediction and real-time compensation of a 5-DOF hybrid robot

被引:46
作者
Liu, Haitao [1 ]
Yan, Zhibiao [1 ]
Xiao, Juliang [1 ]
机构
[1] Tianjin Univ, Key Lab Modern Mech & Equipment Design State, Minist Educ, Tianjin 300072, Peoples R China
基金
中国国家自然科学基金; 欧盟地平线“2020”;
关键词
Hybrid robot; Calibration; Neural network; Error prediction; Real-time compensation; INDUSTRIAL ROBOT; CALIBRATION; ACCURACY; IDENTIFICATION;
D O I
10.1016/j.mechmachtheory.2022.104737
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper proposes a new calibration method for a 5-DOF hybrid robot, concentrating particularly on addressing the contradiction between measurement efficiency and calibration accuracy and the real-time compensation with high precision. The approach involves two successive steps: (1) an error prediction model based on a back propagation neural network (BPNN) and the Denavit-Hartenberg (D-H) method is established by the strategy of pose error decomposition; (2) an embedded joint error compensator based on a BPNN is designed to achieve real-time compensation with high precision. Experimental verification shows that the maximum position/orientation errors can be reduced by 87.05%/85.62% over the entire workspace of the robot after calibration.
引用
收藏
页数:19
相关论文
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