Orthogonal Image Features for Visual Servoing of a 6-DOF Manipulator With Uncalibrated Stereo Cameras

被引:39
作者
Cai, Caixia [1 ]
Somani, Nikhil [1 ]
Knoll, Alois [1 ]
机构
[1] Tech Univ Munich, Robot & Embedded Syst, Informat, D-85748 Garching, Germany
关键词
Orthogonal image features; visual servoing; MOMENTS;
D O I
10.1109/TRO.2016.2535443
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We present an approach to control a 6-degree-of-freedom (DOF) manipulator using an uncalibrated visual servoing (VS) approach that addresses the challenges of choosing proper image features for target objects and designing a VS controller to enhance the tracking performance. The main contribution of this paper is the definition of a new virtual visual space (image space). A novel stereo camera model employing virtual orthogonal cameras is used to map 6-D poses from Cartesian space to this virtual visual space. Each component of the 6-D pose vector defined in this virtual visual space is linearly independent, leading to a full-rank 6 x 6 image Jacobian matrix, which allows avoiding classical problems, such as image space singularities and local minima. Furthermore, the control for rotational and translational motion of robot is decoupled due to the diagonal image Jacobian. Finally, simulation results with an eye-to-hand robotic system confirm the improvement in controller stability and motion performance with respect to conventional VS approaches. Experimental results on a 6-DOF industrial robot are provided to illustrate the effectiveness of the proposed method and the feasibility of using this method in practical scenarios.
引用
收藏
页码:452 / 461
页数:10
相关论文
共 28 条
[1]  
[Anonymous], 2001, Robotica, DOI DOI 10.1017/S0263574700223217
[2]  
Cai C, 2014, I C CONT AUTOMAT ROB, P1888, DOI 10.1109/ICARCV.2014.7064604
[3]  
Cai CX, 2014, IEEE INT C INT ROBOT, P736, DOI 10.1109/IROS.2014.6942640
[4]  
Cai CX, 2013, IEEE INT C INT ROBOT, P63, DOI 10.1109/IROS.2013.6696333
[5]   Image moments: A general and useful set of features for visual servoing [J].
Chaumette, F .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (04) :713-723
[6]  
Chaumette F., 1998, Confluence of Vision and Control, P66
[7]   Viosual servo control - Part I: Basic approaches [J].
Chaumette, Francois ;
Hutchinson, Seth .
IEEE ROBOTICS & AUTOMATION MAGAZINE, 2006, 13 (04) :82-90
[8]  
Collewet C, 2000, 2000 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2000), VOLS 1-3, PROCEEDINGS, P751, DOI 10.1109/IROS.2000.894694
[9]  
Espiau B., 1993, EXPT ROBOTICS 3, V200, P182
[10]   MODEL-BASED VISUAL FEEDBACK-CONTROL FOR A HAND-EYE COORDINATED ROBOTIC SYSTEM [J].
FEDDEMA, JT ;
LEE, CSG ;
MITCHELL, OR .
COMPUTER, 1992, 25 (08) :21-31