Closed-Loop Neuromuscular Electrical Stimulation Using Feedforward-Feedback Control and Textile Electrodes to Regulate Grasp Force In Quadriplegia
Key finding
Closed-loop NMES with textile electrodes regulated individual finger force in a quadriplegic participant to <15% steady-state error with a 0.67 s settling time (SD = 0.42 s).
Abstract
Background: Transcutaneous neuromuscular electrical stimulation is routinely used in physical rehabilitation and more recently in brain-computer interface applications for restoring movement in paralyzed limbs. Due to variable muscle responses to repeated or sustained stimulation, grasp force levels can change significantly over time. Here we develop and assess closed-loop methods to regulate individual finger forces to facilitate functional movement. We combined this approach with custom textile-based electrodes to form a light-weight, wearable device and evaluated in paralyzed study participants.
Methods: A textile-based electrode sleeve was developed by the study team and Myant, Corp. (Toronto, ON, Canada) and evaluated in a study involving three able-body participants and two participants with quadriplegia. A feedforward-feedback control structure was designed and implemented to accurately maintain finger force levels in a quadriplegic study participant.
Results: Individual finger flexion and extension movements, along with functional grasping, were evoked during neuromuscular electrical stimulation. Closed-loop control methods allowed accurate steady state performance (< 15% error) with a settling time of 0.67 s (SD = 0.42 s) for individual finger contact force in a participant with quadriplegia.
Conclusions: Textile-based electrodes were identified to be a feasible alternative to conventional electrodes and facilitated individual finger movement and functional grasping. Furthermore, closed-loop methods demonstrated accurate control of individual finger flexion force. This approach may be a viable solution for enabling grasp force regulation in quadriplegia.
What this proves at MyantX
This Feinstein-partnered study shows textile electrodes doing what a gel pad cannot easily do — closing the loop: feedforward-feedback NMES regulated individual finger grasp force in a participant with quadriplegia to under 15% steady-state error with a 0.67-second settling time. It is the evidence behind our Neurostimulation modality and the hand-function claims across healthcare and rehabilitation. Proof that a smart textile can not only sense the body but act on it in real time.
Cite this paper
John Ciancibello, Kevin King, Milad Alizadeh-Meghrazi, Subash Padmanaban, Todd Levy, Richard Ramdeo, Malgorzata Straka, Chad Bouton. “Closed-Loop Neuromuscular Electrical Stimulation Using Feedforward-Feedback Control and Textile Electrodes to Regulate Grasp Force In Quadriplegia.” Bioelectronic Medicine, 2019. https://doi.org/10.1186/s42234-019-0034-y
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