How to improve the muscle synergy analysis methodology?

NA Turpin, S Uriac, G Dalleau - European journal of applied physiology, 2021 - Springer
Muscle synergy analysis is increasingly used in domains such as neurosciences, robotics,
rehabilitation or sport sciences to analyze and better understand motor coordination. The …

A systematic review on muscle synergies: from building blocks of motor behavior to a neurorehabilitation tool

RE Singh, K Iqbal, G White… - Applied bionics and …, 2018 - Wiley Online Library
The central nervous system (CNS) is believed to utilize specific predefined modules, called
muscle synergies (MS), to accomplish a motor task. Yet questions persist about how the …

Motor modules of human locomotion: influence of EMG averaging, concatenation, and number of step cycles

AS Oliveira, L Gizzi, D Farina… - Frontiers in human …, 2014 - frontiersin.org
Locomotion can be investigated by factorization of electromyographic (EMG) signals, eg,
with non-negative matrix factorization (NMF). This approach is a convenient concise …

A framework of temporal-spatial descriptors-based feature extraction for improved myoelectric pattern recognition

RN Khushaba, AH Al-Timemy, A Al-Ani… - … on Neural Systems …, 2017 - ieeexplore.ieee.org
The extraction of the accurate and efficient descriptors of muscular activity plays an
important role in tackling the challenging problem of myoelectric control of powered …

Between-subject variability of muscle synergies during a complex motor skill

J Frère, F Hug - Frontiers in computational neuroscience, 2012 - frontiersin.org
The purpose of the present study was to determine whether subjects who have learned a
complex motor skill exhibit similar neuromuscular control strategies. We studied a …

Immature spinal locomotor output in children with cerebral palsy

G Cappellini, YP Ivanenko, G Martino… - Frontiers in …, 2016 - frontiersin.org
Detailed descriptions of gait impairments have been reported in cerebral palsy (CP), but it is
still unclear how maturation of the spinal motoneuron output is affected. Spatiotemporal …

Muscle synergies for evaluating upper limb in clinical applications: A systematic review

K Zhao, Z Zhang, H Wen, B Liu, J Li, A d'Avella… - Heliyon, 2023 - cell.com
Introduction Muscle synergies have been proposed as a strategy employed by the central
nervous system to control movements. Muscle synergy analysis is a well-established …

Electromyography data processing impacts muscle synergies during gait for unimpaired children and children with cerebral palsy

BR Shuman, MH Schwartz, KM Steele - Frontiers in computational …, 2017 - frontiersin.org
Muscle synergies calculated from electromyography (EMG) data identify weighted groups of
muscles activated together during functional tasks. Research has shown that fewer …

On the methodological implications of extracting muscle synergies from human locomotion

A Santuz, A Ekizos, L Janshen… - … journal of neural …, 2017 - World Scientific
We investigated the influence of three different high-pass (HP) and low-pass (LP) filtering
conditions and a Gaussian (GNMF) and inverse-Gaussian (IGNMF) non-negative matrix …

How are muscle synergies affected by electromyography pre-processing?

P Kieliba, P Tropea, E Pirondini… - … on Neural Systems …, 2018 - ieeexplore.ieee.org
Muscle synergies have been used for decades to explain a variety of motor behaviors, both
in humans and animals and, more recently, to steer rehabilitation strategies. However, many …