FTC Webinar Series Talk 8: Jon Stallrich - 2021 SPES Award Winner
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Speaker: Jon Stallrich (North Carolina State University)

Title: Optimal EMG Sensor Placement for Robotic Prosthetics with Sequential Adaptive Functional Estimation

Abstract: Robotic hand prostheses are capable of translating multiple forearm electromyography (EMG) signals into finger and wrist movement through a control strategy. Training the control strategy involves an analysis of concurrent, longitudinal movement and EMG data collected across many forearm muscles, producing highly correlated EMG signals. To improve the prosthetic’s prediction accuracy and stability, we want to identify a control strategy that requires as few EMG signals as possible. We develop a control strategy based on a novel EMG-based functional linear model that accounts for the underlying biomechanics of hand movement, leading to natural, continuous movement of the prosthetic. The model is made parsimonious and interpretable through our proposed Sequential Adaptive Functional Estimation (SAFE) procedure motivated by the adaptive and relaxed group LASSO techniques. SAFE is shown to identify clinically important EMG signals with negligible false positive rates for an able-bodied subject.

Registration Link: https://www.eventbrite.com/e/ftc-2021-webinar-series-tickets-167621671933

Date & Time
Friday November 12th, 2021 12:00pm CST
End Date & Time
Friday November 12th, 2021 1:00pm CST
Categories
Webinar
Host Type
Technical
Category Public Calendar

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Date & Time: 11/12/2021 12:00:00 PM CST