DocumentCode :
2063890
Title :
Coarse gain recurrent integrator model for sensorimotor cortical command generation
Author :
Ayaso, Ola ; Massaquoi, Steve G. ; Dahleh, Munther
Author_Institution :
Artificial Intelligence Lab., MIT, Cambridge, MA, USA
Volume :
3
fYear :
2002
fDate :
2002
Firstpage :
1736
Abstract :
The coarsely sampled inverse Jacobian, or "coarse gain" recurrent integrator command generator (CGRICG) model is a preliminary proposal for motor command generation in the sensorimotor cortex during unloaded horizontal reaching movements based significantly upon implicit coordinate transformation. The core of the model is an integrator that in negative feedback configuration performs approximate differentiation of a central movement trajectory command. Together with an accurate forward kinematic model and a distribution and scaling network that is only coarsely tuned in relation to movement direction, the feedback configuration achieves inverse kinematic transformation implicitly throughout the workspace. Simulations of the CGRICG directing motion of a six-muscle, two-joint arm model reproduce gross kinematic features of human and primate arm movement as well as plausible neurophysiological signals in internal sensorimotor cortical neurons. The CGRICG model suggests that cortical network connection strengths may be adapted to improve straightness of motion without affecting final target location.
Keywords :
biocontrol; biomechanics; compensation; muscle; physiological models; state-space methods; approximate differentiation; central movement trajectory command; coarse gain recurrent integrator model; coarsely sampled inverse Jacobian; distribution and scaling network; forward kinematic model; internal sensorimotor cortical neurons; inverse kinematic transformation; motor command generation; negative feedback configuration; sensorimotor cortex; sensorimotor cortical command generation; six-muscle two-joint arm model; unloaded horizontal reaching movements; Brain modeling; Force measurement; Humans; Kinematics; Laboratories; Muscles; Plants (biology); Signal generators; Spinal cord; Symmetric matrices;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
ISSN :
0743-1619
Print_ISBN :
0-7803-7298-0
Type :
conf
DOI :
10.1109/ACC.2002.1023816
Filename :
1023816
Link To Document :
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