Visual Tracking and Control using Lie Algebras
نویسندگان
چکیده
A novel approach to visual servoing is presented, which takes advantage of the structure of the Lie algebra of aane transformations. The aim of this project is to use feedback from a visual sensor to guide a robot arm to a target position. The sensor is placed in the end eeector of the robot, thècamera-in-hand' approach, and thus provides direct feedback of the robot motion relative to the target scene via observed transformations of the scene. These scene transformations are obtained by measuring the aane deformations of a target planar contour, captured by use of an active contour, or snake. Deformations of the snake are constrained using the Lie groups of aane and projective transformations. Properties of the Lie algebra of aane transformations are exploited to integrate observed deformations to the target contour which can be compensated with appropriate robot motion using a non-linear control structure. These techniques have been implemented using a video camera to control a 5 DoF robot arm. Experiments with this implementation are presented , together with a discussion of the results.
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تاریخ انتشار 1999