Title :
3D image-based dynamic visual servoing with uncalibrated stereo cameras
Author :
Caixia Cai ; Dean-Leon, Emmanuel ; Somani, Nikhil ; Knoll, Aaron
Author_Institution :
Fak. fur Inf., Tech. Univ. Munchen, Munich, Germany
Abstract :
This paper introduces a new comprehensive solution for the open problem of uncalibrated 3D image-based stereo visual servoing for robot manipulators. One of the main contributions of this article is a novel 3D stereo camera model to map positions in the task space to positions in a new 3D Visual Cartesian Space (a visual feature space where 3D positions are measured in pixels). This model is used to compute a full-rank Image Jacobian Matrix (Jimg), which solves several common problems presented on the classical image Jacobians, e.g., image space singularities and local minima. This Jacobian is a fundamental key for the image-based control design, where uncalibrated stereo camera systems can be used to drive a robot manipulator. Furthermore, an adaptive second order sliding mode control is designed to track 3D visual motions using the 3D trajectory errors defined in the Visual Cartesian Space, where a Torque to Position Model is designed to allow the implementation of joint torque control techniques on joint position-controlled robots. This approach has been experimentally implemented on a real industrial robot where exponential convergence of errors in the Visual Cartesian Space and Task space without local minima are demonstrated. This approach offers a proper solution for the common problem of visual occlusion, since the stereo system can be moved manually to obtain a clear view of the task at any time.
Keywords :
Jacobian matrices; adaptive control; control system synthesis; image sensors; industrial manipulators; robot vision; stereo image processing; torque control; trajectory control; variable structure systems; visual servoing; 3D image-based dynamic visual servoing; 3D stereo camera model; 3D trajectory errors; 3D visual Cartesian space; 3D visual motions; adaptive second order sliding mode control; exponential error convergence; full-rank image Jacobian matrix; image space singularities; image-based control design; industrial robot; joint position-controlled robots; joint torque control techniques; local minima; robot manipulators; task space; torque-to-position model; uncalibrated 3D image-based stereo visual servoing; uncalibrated stereo cameras; Cameras; Jacobian matrices; Robot kinematics; Robot vision systems; Three-dimensional displays; Visualization; 3D Image-based Visual Servoing; Adaptive Dynamic Control; Uncalibarated Stereo Cameras;
Conference_Titel :
Robotics (ISR), 2013 44th International Symposium on
Conference_Location :
Seoul
DOI :
10.1109/ISR.2013.6695650