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DOI: 10.3791/51059-v
Fan Zhang1, Ming Liu1, Stephen Harper2,3, Michael Lee3, He Huang1
1Joint Department of Biomedical Engineering,North Carolina State University & University of North Carolina at Chapel Hill, 2Department of Physical Medicine and Rehabilitation,University of North Carolina School of Medicine, 3Atlantic Prosthetics & Orthotics, LLC
This study presents an experimental setup and protocol to evaluate neurally controlled artificial legs for patients with lower limb amputations. The research aims to enhance the functionality of powered prosthetic devices through neural-machine interfaces (NMI).
Neural-machine interfaces (NMI) have been developed to identify the user's locomotion mode. These NMIs are potentially useful for neural control of powered artificial legs, but have not been fully demonstrated. This paper presented (1) our designed engineering platform for easy implementation and development of neural control for powered lower limb prostheses and (2) an experimental setup and protocol in a laboratory environment to evaluate neurally-controlled artificial legs on patients with lower limb amputations safely and efficiently.
The overall goal of this procedure is to present an experimental setup and protocol in a library environment to evaluate neurally controlled artificial legs on patients with lower limb amputations. This is accomplished by first preparing for surface EMG signal measurement from the subject's residual lower limb muscles. Then the powered prosthetic leg on the recruited subject is aligned and calibrated.
Next, the training data is collected and the classifiers in the neural machine interface are trained. The final step is to test the performance of neural control of the powered prosthetic leg on the recruited amputee subject. Ultimately, the neurally controlled powered prosthetic leg is used to allow the subject to perform various activities such as standing level, ground walking ramp, ascent, and ramp descent safely and continuously in the laboratory.
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