Title :
Homography-based visual servo regulation of mobile robots
Author :
Fang, Yongchun ; Dixon, Warren E. ; Dawson, Darren M. ; Chawda, Prakash
Author_Institution :
Inst. of Robotics & Autom. Inf. Syst., Nankai Univ., Tianjin, China
Abstract :
A monocular camera-based vision system attached to a mobile robot (i.e., the camera-in-hand configuration) is considered in this paper. By comparing corresponding target points of an object from two different camera images, geometric relationships are exploited to derive a transformation that relates the actual position and orientation of the mobile robot to a reference position and orientation. This transformation is used to synthesize a rotation and translation error system from the current position and orientation to the fixed reference position and orientation. Lyapunov-based techniques are used to construct an adaptive estimate to compensate for a constant, unmeasurable depth parameter, and to prove asymptotic regulation of the mobile robot. The contribution of this paper is that Lyapunov techniques are exploited to craft an adaptive controller that enables mobile robot position and orientation regulation despite the lack of an object model and the lack of depth information. Experimental results are provided to illustrate the performance of the controller.
Keywords :
Lyapunov methods; adaptive control; mobile robots; robot vision; video cameras; Lyapunov-based technique; adaptive controller; geometric relationship; homography-based visual servo regulation; mobile robot orientation; mobile robot position; monocular camera-based vision system; Adaptive control; Cameras; Image motion analysis; Machine vision; Mobile robots; Optical feedback; Optical filters; Programmable control; Robot vision systems; Servomechanisms; Adaptive control; Lyapunov techniques; homography; visual servo; Algorithms; Artificial Intelligence; Cluster Analysis; Equipment Design; Equipment Failure Analysis; Feedback; Information Storage and Retrieval; Motion; Pattern Recognition, Automated; Robotics;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2005.850155