Context-Informed Incremental Learning Improves Throughput and Reduces Drift in Regression-Based Myoelectric Control

Context-Informed Incremental Learning Improves Throughput and Reduces Drift in Regression-Based Myoelectric Control

Despite decades of research, commercially available powered myoelectric prostheses continue to use sequential, classification-based control. While regression-based approaches can improve the dexterity offered through simultaneous, independent, and proportional control, current training protocols lac...

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Bibliographic Details
Main Authors: Christian Morrell, Evan Campbell, Ethan Eddy, Erik Scheme
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Electromyography
simultaneous control
regression
user-in-the-loop
adaptation
action interference
Online Access:https://ieeexplore.ieee.org/document/10988608/
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