DocumentCode :
2019743
Title :
Trajectories adaptive prediction based on image processing cerebellar model for ocular-motor systems in robotic heads
Author :
Pedreno-Molina, J.L. ; Guerrero-Gonzalez, A. ; Garcia-Cordova, F. ; Coronado, J. Lopez
Author_Institution :
Dept. of Inf. Technol. & Commun., Politechnical Univ. of Cartagena, Spain
Volume :
5
fYear :
2001
fDate :
2001
Firstpage :
3008
Abstract :
In this work, a neural controller for delay compensation in image samples detected by an active vision system of robotic heads, in ocular tracking tasks is presented. This control architecture based on CMAC (cerebellar model articulation controller) model has the capacity of learning favored trajectories with less prediction error. This property is very important in robotic tasks of controlling the grasping or assembling of objects by a robotic arm. The main advantage of this cerebellar model is that the output is evaluated by means of a small number of memory cells that implies a high answer speed. Indeed, this visual robotic control avoids (as does the human system) the need to know the kinematics of the process. This prediction module has been integrated in an architecture of visual-motor coordination based on VAM (vector associative maps) models
Keywords :
cerebellar model arithmetic computers; compensation; delays; neurocontrollers; optical tracking; robot vision; CMAC; VAM; active vision system; assembling; cerebellar model articulation controller; delay compensation; grasping; image processing cerebellar model; image samples; ocular-motor systems; robotic heads; trajectory adaptive prediction; vector associative map models; visual-motor coordination; Control systems; Delay; Image processing; Machine vision; Predictive models; Robot control; Robot kinematics; Robot vision systems; Robotic assembly; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man, and Cybernetics, 2001 IEEE International Conference on
Conference_Location :
Tucson, AZ
ISSN :
1062-922X
Print_ISBN :
0-7803-7087-2
Type :
conf
DOI :
10.1109/ICSMC.2001.971973
Filename :
971973
Link To Document :
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