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Longitudinal Tracking Of Physiological State With Electromyographic Signals., Robert Warren Stallard May 2018

Longitudinal Tracking Of Physiological State With Electromyographic Signals., Robert Warren Stallard

Electronic Theses and Dissertations

Electrophysiological measurements have been used in recent history to classify instantaneous physiological configurations, e.g., hand gestures. This work investigates the feasibility of working with changes in physiological configurations over time (i.e., longitudinally) using a variety of algorithms from the machine learning domain. We demonstrate a high degree of classification accuracy for a binary classification problem derived from electromyography measurements before and after a 35-day bedrest. The problem difficulty is increased with a more dynamic experiment testing for changes in astronaut sensorimotor performance by taking electromyography and force plate measurements before, during, and after a jump from a small platform. A …


Musculoskeletal Outcomes From Chronic High-Speed, High-Impulse Resistance Exercise, John Francis Caruso, Michael Voor, Jason R. Jaggers, T. B. Symons, Jeremy Stith, Ling Bai, Ema Selimovic, Kathy Carter, Jennifer Daily Jan 2018

Musculoskeletal Outcomes From Chronic High-Speed, High-Impulse Resistance Exercise, John Francis Caruso, Michael Voor, Jason R. Jaggers, T. B. Symons, Jeremy Stith, Ling Bai, Ema Selimovic, Kathy Carter, Jennifer Daily

Faculty Scholarship

While bones and muscles adapt to mechanical loading, it appears that very specific types of stimuli must be applied to achieve osteogenesis. Our study assessed musculoskeletal outcomes to 30 training sessions on an Inertial Exercise Trainer (Newnan, GA). Subjects (n = 13) performed workouts with their left leg, while their right served as an untreated control. Work-outs entailed three 60-s sets each of knee extension, hip extension and calf press exercises, separated by 90-s rests. Before and after the 30 training sessions, subjects underwent strength tests (knee and ankle extensors of both legs), DEXA scans (hip, knee and ankles of …