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
Link To Document :
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