Title :
Center of Mass Acceleration Feedback Control of Standing Balance by Functional Neuromuscular Stimulation Against External Postural Perturbations
Author :
Nataraj, R. ; Audu, M.L. ; Triolo, R.J.
Author_Institution :
Dept. of Biomed. Eng., Case Western Reserve Univ., Cleveland, OH, USA
Abstract :
This study investigated the use of center of mass (COM) acceleration feedback for improving performance of a functional neuromuscular stimulation control system to restore standing function to a subject with complete, thoracic-level spinal cord injury. The approach for linearly relating changes in muscle stimulation to changes in COM acceleration was verified experimentally and subsequently produced data to create an input-output map driven by sensor feedback. The feedback gains were systematically tuned to reduce upper extremity (UE) loads applied to an instrumented support device while resisting external postural disturbances. Total body COM acceleration was accurately estimated (>;89% variance explained) using 3-D outputs of two accelerometers mounted on the pelvis and torso. Compared to constant muscle stimulation employed clinically, feedback control of stimulation reduced UE loading by 33%. COM acceleration feedback is advantageous in constructing a standing neuroprosthesis since it provides the basis for a comprehensive control synergy about a global, dynamic variable and requires minimal instrumentation. Future work should include tuning and testing the feedback control system during functional reaching activity that is more indicative of activities of daily living.
Keywords :
accelerometers; bioelectric phenomena; biomechanics; biomedical equipment; injuries; medical control systems; neuromuscular stimulation; perturbation theory; prosthetics; regression analysis; 3D outputs; COM acceleration; COM acceleration feedback; accelerometers; center of mass acceleration feedback control; comprehensive control synergy; constant muscle stimulation; external postural disturbances; external postural perturbations; functional neuromuscular stimulation control system; functional reaching activity; input-output map; instrumented support device; minimal instrumentation; neuroprosthesis; pelvis; sensor feedback; stimulation reduced UE loading; thoracic-level spinal cord injury; torso; total body COM acceleration; upper extremity loads; Acceleration; Artificial neural networks; Control systems; Feedback control; Hip; Joints; Muscles; Functional neuromuscular stimulation (FNS); rehabilitation; spinal cord injury (SCI); standing balance; Acceleration; Electric Stimulation; Feedback; Female; Humans; Middle Aged; Muscle, Skeletal; Paraplegia; Pelvis; Postural Balance; Signal Processing, Computer-Assisted; Torso;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2012.2218601