General Geometry Calibration Using Arbitrary Free-Form Surface in a Vision-Based Robot System

被引:23
|
作者
Xie, He [1 ]
Li, Wenlong [2 ]
Liu, Hui [3 ]
机构
[1] Hunan Univ, Natl Engn Lab Robot Visual Percept & Control Tech, Changsha 410082, Hunan, Peoples R China
[2] Huazhong Univ Sci & Tech Nol HUST, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Peoples R China
[3] Cent South Univ, Sch Traff & Transportat Engn, Changsha 410083, Peoples R China
基金
中国国家自然科学基金;
关键词
Calibration; Robots; Robot sensing systems; Robot kinematics; Kinematics; Geometry; Service robots; Free-form surface; geometry calibration; hand-eye pose; vision-based robot; REGISTRATION; LASER;
D O I
10.1109/TIE.2021.3090716
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Geometry calibration is a critical problem in vision-based robot systems. The calibration objects of existing methods are limited to regular shapes. In this article, a general calibration method using an arbitrary free-form surface is proposed to simultaneously calibrate the geometry parameters. By incorporating a shape matching algorithm, each measured point on the surface can be regarded as a feature point to compare with the design model for a closed-form initial solution and an iterative fine solution. In the objective function of fine solution, the residual is described by the point-to-tangent distance, and the solution is proved to be Gaussian-Newton method with second-order convergence. The geometry and matching errors are iteratively compensated to improve the calibration accuracy. The characteristics of the method are large number of feature points, no need for specific features, no limitations on the size of the free-form surface and convenient robot pose control. Finally, simulations and experiments verify the availability of the proposed method in the presence of measuring noise, robot repeated positioning error, and a small number of robot poses.
引用
收藏
页码:5994 / 6003
页数:10
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