Title :
Uncalibrated visual servoing of robots using a depth-independent interaction matrix
Author :
Liu, Yun-Hui ; Wang, Hesheng ; Wang, Chengyou ; Lam, Kin Kwan
Author_Institution :
Dept. of Autom. & Comput.-Aided Eng, Chinese Univ. of Hong Kong, Shatin
Abstract :
This paper presents a new adaptive controller for image-based dynamic control of a robot manipulator using a fixed camera whose intrinsic and extrinsic parameters are not known. To map the visual signals onto the joints of the robot manipulator, this paper proposes a depth-independent interaction matrix, which differs from the traditional interaction matrix in that it does not depend on the depths of the feature points. Using the depth-independent interaction matrix makes the unknown camera parameters appear linearly in the closed-loop dynamics so that a new algorithm is developed to estimate their values on-line. This adaptive algorithm combines the Slotine-Li method with on-line minimization of the errors between the real and estimated projections of the feature points on the image plane. Based on the nonlinear robot dynamics, we prove asymptotic convergence of the image errors to zero by the Lyapunov theory. Experiments have been conducted to verify the performance of the proposed controller. The results demonstrated good convergence of the image errors
Keywords :
Lyapunov methods; adaptive control; closed loop systems; convergence; image motion analysis; manipulator dynamics; motion control; nonlinear dynamical systems; time-varying systems; Lyapunov theory; adaptive control; asymptotic convergence; closed-loop dynamics; depth-independent interaction matrix; image errors; image-based dynamic control; nonlinear robot dynamics; robot manipulator; uncalibrated visual servoing; visual signals; Adaptive algorithm; Adaptive control; Cameras; Convergence; Manipulator dynamics; Minimization methods; Programmable control; Robot control; Robot vision systems; Visual servoing; Adaptive control; robot manipulator; uncalibrated camera parameters; visual servoing;
Journal_Title :
Robotics, IEEE Transactions on
DOI :
10.1109/TRO.2006.878788