Online mapping of EMG signals into kinematics by autoencoding

Volume: 15, Issue: 1
Published: Mar 13, 2018
Abstract
In this paper, we propose a nonlinear minimally supervised method based on autoencoding (AEN) of EMG for myocontrol. The proposed method was tested against the state-of-the-art (SOA) control scheme using a Fitts’ law approach. Seven able-bodied subjects performed a series of target acquisition myoelectric control tasks using the AEN and SOA algorithms for controlling two degrees-of-freedom (radial/ulnar deviation and flexion/extension of the...
Paper Details
Title
Online mapping of EMG signals into kinematics by autoencoding
Published Date
Mar 13, 2018
Journal
Volume
15
Issue
1
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