High-speed visual servoing of a 6-d.o.f. manipulator using multivariable predictive control
نویسندگان
چکیده
This paper presents a new approach to model and control high speed 6 DOF visual servo loops. The modeling and control strategy take into account the dynamics of the velocity controlled 6 DOF manipulator as well as a simplified model of the camera and acquisition system in order to significantly increase the bandwidth of the servo loop. Multi-Input Multi-Output (MIMO) Generalized Predictive Control (GPC) is used to optimally control the visual loop with respect to the proposed dynamical model. The predictive feature of the GPC is used for optimal trajectory following in Cartesian space. Experimental results on a 6 DOF industrial robot are presented that validate the proposed model. The visual sensor used in the experiments is a high speed camera that acquires 120 non interlaced images per second. Using this camera, sampling rate of 120 Hz is achieved for the visual loop. Furthermore, a precise synchronization method is used to reduce the delays due to image transfer and processing. The experiments show a drastic improvement of the loop performance with respect to more classical control strategies for 6 DOF visual servo loops.
منابع مشابه
Predictive control architecture for real-time image moments based servoing of robot manipulators
This paper presents a real-time architecture for visual servoing of robot manipulators using nonlinear based predictive control. In order to increase the robustness of the control algorithm, image moments were chosen to be the visual features which describe the objects from the image. A visual predictive architecture is designed to solve tasks addressed to robot manipulators with an eye-in-hand...
متن کاملVisual Servoing of a 6-DOF Manipulator for Unknown 3D Profile Following
This paper presents the visual servoing of a 6 DOF manipulator for unknown 3D profile following. The profile has an unknown curvature, but its cross-section is known. The visual servoing keeps the transformation between a cross-section of the profile and the camera constant with respect to 6 degrees of freedom. The position of the profile with respect to only five degrees of freedom can be meas...
متن کاملVision-Based Control of the RoboTenis System
In this paper a visual servoing architecture based on a parallel robot for the tracking of faster moving objects with unknown trajectories is proposed. The control strategy is based on the prediction of the future position and velocity of the moving object. The synthesis of the predictive control law is based on the compensation of the delay introduced by the vision system. Demonstrating by exp...
متن کاملPredictive Control Architecture for Visual Servoing of Robot Manipulator
A novel architecture for integrating reference trajectory and image prediction is proposed to be used in predictive control of visual servoing systems. In the proposed method, a new predictor is developed based on the relation between the camera velocity and the time variation of the visual features given by the interaction matrix. In addition, a reference trajectory is introduced to define the...
متن کاملComparing Visual Servoing Architectures for a Planar Robot
This paper presents a study of three different Visual Servoing architectures for a planar robot manipulator, comparing their behaviour in achieving a desired goal. The studied architectures were 2D Visual Servoing, 21⁄2D Visual Servoing and Visual Servoing by path planning. The target used in the experiments was planar. Four target points were selected as the visual features. Since the robot is...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Advanced Robotics
دوره 17 شماره
صفحات -
تاریخ انتشار 2003