DocumentCode
2413767
Title
System identification for 3D force control of a human arm neuroprosthesis using functional electrical stimulation
Author
Schearer, Eric M. ; Liao, Yu-Wei ; Perreault, Eric J. ; Tresch, Matthew C. ; Memberg, William D. ; Kirsch, Robert F. ; Lynch, Kevin M.
Author_Institution
Dept. of Mech. Eng., Northwestern Univ., Evanston, IL, USA
fYear
2012
fDate
14-18 May 2012
Firstpage
3698
Lastpage
3705
Abstract
We present a method for controlling a neuroprosthesis for a paralyzed human arm using functional electrical stimulation (FES). The subject has surgically implanted electrodes for stimulating muscles in her shoulder and arm. Using input/output data, a model is identified that describes the mapping from muscle stimulations to the endpoint force measured at the subject´s hand. To compute the muscle stimulations given a target endpoint force the model is inverted. Because the system is redundant, we compute the inverse by minimizing muscle activations and use this inverse for feedforward control. This is the first published demonstration with a human subject with a high spinal cord injury of an FES controller that treats the arm with shoulder and elbow as a multiple-input multiple-output system and can achieve arbitrary goals.
Keywords
MIMO systems; biomedical electrodes; feedforward; force control; force measurement; identification; neuromuscular stimulation; prosthetics; surgery; 3D force control; FES controller; endpoint force measurement; feedforward control; functional electrical stimulation; human arm neuroprosthesis; multiple-input multiple-output system; muscle activation; muscle stimulation; paralyzed human arm; spinal cord injury; surgically implanted electrode; system identification; Electrodes; Feedforward neural networks; Force; Joints; Muscles; Redundancy; Shoulder;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location
Saint Paul, MN
ISSN
1050-4729
Print_ISBN
978-1-4673-1403-9
Electronic_ISBN
1050-4729
Type
conf
DOI
10.1109/ICRA.2012.6224981
Filename
6224981
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