Deep learning for processing electromyographic signals: A taxonomy-based survey

D Buongiorno, GD Cascarano, I De Feudis, A Brunetti… - Neurocomputing, 2021 - Elsevier
Deep Learning (DL) has been recently employed to build smart systems that perform
incredibly well in a wide range of tasks, such as image recognition, machine translation, and …

Evaluation of methods for the extraction of spatial muscle synergies

K Zhao, H Wen, Z Zhang, M Atzori, H Müller… - Frontiers in …, 2022 - frontiersin.org
Muscle synergies have been largely used in many application fields, including motor control
studies, prosthesis control, movement classification, rehabilitation, and clinical studies. Due …

Towards online myoelectric control based on muscle synergies-to-force mapping for robotic applications

C Camardella, M Barsotti, D Buongiorno, A Frisoli… - Neurocomputing, 2021 - Elsevier
The development of a functional myoelectric control represents a big challenge within the
researchers community, due to the complexity of mapping the user's movement intention …

Task-oriented muscle synergy extraction using an autoencoder-based neural model

D Buongiorno, GD Cascarano, C Camardella… - Information, 2020 - mdpi.com
The growing interest in wearable robots opens the challenge for developing intuitive and
natural control strategies. Among several human–machine interaction approaches …

How many muscles? Optimal muscles set search for optimizing myocontrol performance

C Camardella, M Junata, KC Tse, A Frisoli… - Frontiers in …, 2021 - frontiersin.org
In myo-control, for computational and setup constraints, the measurement of a high number
of muscles is not always possible: the choice of the muscle set to use in a myo-control …

Investigating muscle synergies changes after rehabilitation robotics training on stroke survivors: a pilot study

C Camardella, KC Tse, A Frisoli… - 2020 42nd Annual …, 2020 - ieeexplore.ieee.org
The current knowledge about muscle synergies does not clearly explain how both
rehabilitation and brain plasticity act on the way they evolve after a cortical stroke. In this …