Title :
Visual Servo Control of a Two-axis Turntable Based on Fuzzy Cerebellar Model Articulation Controller
Author :
Chuang, Zhou ; Xiaotian, Chen ; Fang, Hu
Author_Institution :
Sch. of Autom., Beijing Inst. of Technol., Beijing, China
Abstract :
In visual servo control system, the design of visual loop is a key link to precise tracking. To improve tracking accuracy, we discuss a FCMAC-based (fuzzy cerebellar model articulation controller) control strategy. The controller includes a basic proportional regulator and a FCMAC controller. The two blocks work together to approximate the visual-mapping model through an adaptive online learning law to adjust the weights of the network. By mapping the 2-D image characteristic space to the 3-D kinematic space, we can achieve the control task of a turntable directly through visual information. Applying the proposed method to a two-axis turntable to track a dynamic object, experimental result indicates that FCMAC is capable of accurately approximating visual-mapping model. The visual system shows a good performance in both accuracy and robustness.
Keywords :
adaptive control; approximation theory; cerebellar model arithmetic computers; control system synthesis; fuzzy control; learning (artificial intelligence); neurocontrollers; object tracking; position control; proportional control; servomechanisms; visual servoing; 2D image characteristic space mapping; 3D kinematic space; FCMAC-based control strategy; adaptive online learning law; dynamic object tracking; fuzzy cerebellar model articulation controller; network weight adjustment; proportional regulator; robustness; tracking accuracy improvement; two-axis turntable; visual loop design; visual servo control system; visual-mapping model approximation; Accuracy; Aerospace electronics; Cameras; Real time systems; Robots; Servomotors; Visualization; FCMAC; two-axis turntable; visual servo;
Conference_Titel :
Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2012 4th International Conference on
Conference_Location :
Nanchang, Jiangxi
Print_ISBN :
978-1-4673-1902-7
DOI :
10.1109/IHMSC.2012.110