DocumentCode
1340909
Title
Experimental evaluation of an adaptive feedforward controller for use in functional neuromuscular stimulation systems
Author
Abbas, James J. ; Triolo, Ronald J.
Author_Institution
Wenner Gren Res. Lab., Kentucky Univ., Lexington, KY, USA
Volume
5
Issue
1
fYear
1997
fDate
3/1/1997 12:00:00 AM
Firstpage
12
Lastpage
22
Abstract
An adaptive feedforward control system has been evaluated for use in functional neuromuscular stimulation (FNS) systems. The control system, which utilizes neural network techniques, was used to generate isometric muscle contractions to track a periodic torque trajectory signal. The evaluation of the control system was performed using percutaneous intramuscular electrodes to stimulate the quadriceps muscles of spinal cord injured adolescents. Results of the evaluation indicate that the control system automatically customized its parameters for controlling isometric muscle torque in a particular muscle and that the parameters were adapted on-line to account for changes in muscle properties due to fatigue. This study demonstrates that this control system may play an important role in the development of practical FNS systems that are capable of automatically adjusting stimulation parameters to fit the needs of a particular individual at a given time
Keywords
adaptive control; biocontrol; biomechanics; controllers; feedforward neural nets; muscle; neurophysiology; orthotics; adaptive feedforward controller; functional neuromuscular stimulation systems; isometric muscle contractions generation; muscle fatigue; muscle properties changes; neural network techniques; percutaneous intramuscular electrodes; periodic torque trajectory signal tracking; quadriceps muscles stimulation; spinal cord injured adolescents; stimulation parameters; Adaptive control; Adaptive systems; Automatic control; Control systems; Muscles; Neural networks; Neuromuscular stimulation; Programmable control; Signal generators; Torque control;
fLanguage
English
Journal_Title
Rehabilitation Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1063-6528
Type
jour
DOI
10.1109/86.559345
Filename
559345
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