DocumentCode :
1342725
Title :
Comprehensive Joint Feedback Control for Standing by Functional Neuromuscular Stimulation—A Simulation Study
Author :
Nataraj, Raviraj ; Audu, Musa L. ; Kirsch, Robert F. ; Triolo, Ronald J.
Author_Institution :
Biomed. Eng. Dept., Case Western Reserve Univ., Cleveland, OH, USA
Volume :
18
Issue :
6
fYear :
2010
Firstpage :
646
Lastpage :
657
Abstract :
Previous investigations of feedback control of standing after spinal cord injury (SCI) using functional neuromuscular stimulation (FNS) have primarily targeted individual joints. This study assesses the potential efficacy of comprehensive (trunk, hips, knees, and ankles) joint feedback control against postural disturbances using a bipedal, 3-D computer model of SCI stance. Proportional-derivative feedback drove an artificial neural network trained to produce muscle excitation patterns consistent with maximal joint stiffness values achievable about neutral stance given typical SCI muscle properties. Feedback gains were optimized to minimize upper extremity (UE) loading required to stabilize against disturbances. Compared to the baseline case of maximum constant muscle excitations used clinically, the controller reduced UE loading by 55% in resisting external force perturbations and by 84% during simulated one-arm functional tasks. Performance was most sensitive to inaccurate measurements of ankle plantar/dorsiflexion position and hip ab/adduction velocity feedback. In conclusion, comprehensive joint feedback demonstrates potential to markedly improve FNS standing function. However, alternative control structures capable of effective performance with fewer sensor-based feedback parameters may better facilitate clinical usage.
Keywords :
biomechanics; medical control systems; neural nets; neuromuscular stimulation; prosthetics; SCI stance 3D computer model; ankle plantar-dorsiflexion position; ankles; artificial neural network; comprehensive joint feedback control; functional neuromuscular stimulation; hip ab-adduction velocity feedback; hips; knees; maximal joint stiffness; muscle excitation patterns; neutral stance; proportional-derivative feedback; sensor-based feedback parameters; trunk; Artificial neural networks; Biological control systems; Neuromuscular stimulation; Patient rehabilitation; Spinal cord injury; Control system; functional neuromuscular stimulation; rehabilitation; spinal cord injury; standing; Algorithms; Computer Simulation; Electric Stimulation; Feedback, Physiological; Humans; Joints; Models, Neurological; Motor Neurons; Muscle, Skeletal; Neural Networks (Computer); Posture;
fLanguage :
English
Journal_Title :
Neural Systems and Rehabilitation Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1534-4320
Type :
jour
DOI :
10.1109/TNSRE.2010.2083693
Filename :
5594648
Link To Document :
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