Kinematic calibration of a 5-DOF hybrid kinematic machine tool by considering the ill-posed identification problem using regularisation method

被引:44
|
作者
Tian Wenjie [1 ,2 ,3 ]
Mou Mengwen [1 ]
Yang Junhao [2 ]
Yin Fuwen [2 ]
机构
[1] Tianjin Univ, Sch Marine Sci & Technol, Tianjin 300072, Peoples R China
[2] Tianjin Univ, Key Lab Mech Theory & Equipment Design, Minist Educ, Tianjin 300072, Peoples R China
[3] Univ Warwick, Sch Engn, Coventry CV4 7AL, W Midlands, England
基金
中国国家自然科学基金;
关键词
Hybrid kinematic machine; Error identification; Ill-posed problem; Regularisation method; TIKHONOV REGULARIZATION; PARALLEL MANIPULATORS; INDUSTRIAL ROBOTS; L-CURVE; CONFIGURATIONS; DESIGN; MODELS; ERRORS;
D O I
10.1016/j.rcim.2019.05.016
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Geometric accuracy is one of bottleneck problems restricting the extension of application of the hybrid kinematic machine (HKM). On the premise of having a certain basic manufacturing accuracy, kinematic calibration is an effective means of improving the geometric accuracy of HKMs. In the study, the kinematic calibration technology of a new-type 5-degree of freedom (DOF) HKM was investigated. Moreover, by applying regularisation method, the problem whereby the identification algorithm shows poor robustness due to the presence of an ill-posed identification matrix during error identification was solved. At first, a geometric error model for the HKM satisfying completeness and minimality was established based on screw theory. Then, when identifying error parameters, two indices for evaluating the effectiveness of identification algorithms were proposed: on this basis, the stabilities of solutions obtained through four regularisation identification algorithms and the predictive capability of solutions for the model was analysed and compared by simulated experiment. Additionally, the influence of measurement noises at different levels on five identification algorithms was explored. Finally, an error compensation strategy was proposed and a kinematic calibration experiment was conducted. The test results showed that, after kinematic calibration, the position and orientation errors of the HKM within the whole workspace separately reduced to less than 0.054 mm and less than 0.041(Q), thus validating the effectiveness of the proposed method.
引用
收藏
页码:49 / 62
页数:14
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