DocumentCode :
2711209
Title :
A neural model for the adaptive control of saccadic eye movements
Author :
Saeb, Sohrab ; Weber, Cornelius ; Triesch, Jochen
Author_Institution :
Frankfurt Inst. for Adv. Studies (FIAS), Johann Wolfgang Goethe Univ., Frankfurt/Main, Germany
fYear :
2009
fDate :
14-19 June 2009
Firstpage :
2740
Lastpage :
2747
Abstract :
Several studies have suggested different cost functions to explain the kinematic characteristics of saccades. However, these studies do not present any neural implementation of the optimization procedure they use. Instead, they are based on optimal control theory approaches that provide a global analytical solution rather than a local adaptation scheme. In this study, we propose a model comprised of an open-loop neural controller and an adaptation unit. The neural controller receives the initial target position as input. The adaptation unit, which is the neural interpretation of a simple cost function, evaluates the optimality of this controller and induces weight changes in the controller via a local learning rule. Realistic saccades are obtained with the proposed model. We speculate that the superior colliculus and the cerebellum behave quite similar to our model´s neural controller and adaptation unit.
Keywords :
adaptive control; eye; medical control systems; neurocontrollers; open loop systems; optimal control; optimisation; adaptive control; neural model; open-loop neural controller; optimal control; optimization; saccadic eye movements; Adaptive control; Biological system modeling; Brain modeling; Cost function; Kinematics; Neurofeedback; Open loop systems; Optimal control; Plants (biology); Predictive models;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2009. IJCNN 2009. International Joint Conference on
Conference_Location :
Atlanta, GA
ISSN :
1098-7576
Print_ISBN :
978-1-4244-3548-7
Electronic_ISBN :
1098-7576
Type :
conf
DOI :
10.1109/IJCNN.2009.5178878
Filename :
5178878
Link To Document :
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