Topic spotlight
TopicWorld Wide

EMG

Discover seminars, jobs, and research tagged with EMG across World Wide.
8 curated items5 ePosters2 Seminars1 Position
Updated 2 days ago
8 items · EMG
8 results
SeminarNeuroscience

In pursuit of a universal, biomimetic iBCI decoder: Exploring the manifold representations of action in the motor cortex

Lee Miller
Northwestern University
May 19, 2022

My group pioneered the development of a novel intracortical brain computer interface (iBCI) that decodes muscle activity (EMG) from signals recorded in the motor cortex of animals. We use these synthetic EMG signals to control Functional Electrical Stimulation (FES), which causes the muscles to contract and thereby restores rudimentary voluntary control of the paralyzed limb. In the past few years, there has been much interest in the fact that information from the millions of neurons active during movement can be reduced to a small number of “latent” signals in a low-dimensional manifold computed from the multiple neuron recordings. These signals can be used to provide a stable prediction of the animal’s behavior over many months-long periods, and they may also provide the means to implement methods of transfer learning across individuals, an application that could be of particular importance for paralyzed human users. We have begun to examine the representation within this latent space, of a broad range of behaviors, including well-learned, stereotyped movements in the lab, and more natural movements in the animal’s home cage, meant to better represent a person’s daily activities. We intend to develop an FES-based iBCI that will restore voluntary movement across a broad range of motor tasks without need for intermittent recalibration. However, the nonlinearities and context dependence within this low-dimensional manifold present significant challenges.

SeminarNeuroscienceRecording

Change of mind in rapid free-choice picking scenarios

Ariel Furstenberg
The Hebrew University
Nov 23, 2021

In a famous philosophical paradox, Buridan's ass perishes because he is equally hungry and thirsty, and cannot make up his mind whether to first drink or eat. We are faced daily with the need to pick between alternatives that are equally attractive (or not) to us. What are the processes that allow us to avoid paralysis and to rapidly select between such equal options when there are no preferences or rational reasons to rely on? One solution that was offered is that although on a higher cognitive level there is symmetry between the alternatives, on a neuronal level the symmetry does not maintain. What is the nature of this asymmetry of the neuronal level? In this talk I will present experiments addressing this important phenomenon using measures of human behavior, EEG, EMG and large scale neural network modeling, and discuss mechanisms involved in the process of intention formation and execution, in the face of alternatives to choose from. Specifically, I will show results revealing the temporal dynamics of rapid intention formation and, moreover, ‘change of intention’ in a free choice picking scenario, in which the alternatives are on a par for the participant. The results suggest that even in arbitrary choices, endogenous or exogenous biases that are present in the neural system for selecting one or another option may be implicitly overruled; thus creating an implicit and non-conscious ‘change of mind’. Finally, the question is raised: in what way do such rapid implicit ‘changes of mind’ help retain one’s self-control and free-will behavior?

ePoster

A Single-Layer Neuromorphic Encoder Maps EMG Signals into Wrist Kinematics

Patrick Bösch, Chiara de Luca, Giacomo Indiveri, Elisa Donati

Bernstein Conference 2024

ePoster

Stochastic Process Model derived indicators of overfitting for deep architectures: Applicability to small sample recalibration of sEMG decoders

Stephan Lehmler, Muhammad Saif-Ur-Rehman, Ioannis Iossifidis

Bernstein Conference 2024

ePoster

EMG monitoring of central neuroplastic changes after nerve transfer procedures in brachial plexus injury

Štěpánka Brušáková, Irena Holečková, Ivan Humhej, Jiří Ceé

FENS Forum 2024

ePoster

Myoelectric gesture recognition in patients with spinal cord injury using a medium-density EMG system

Elena Losanno, Matteo Ceradini, Vincent Mendez, Firman Isma Serdana, Gabriele Righi, Fiorenzo Artoni, Giulio Del Popolo, Solaiman Shokur, Silvestro Micera

FENS Forum 2024

ePoster

Psychophysiological biomarkers to assess the effectiveness of surface EMG biofeedback as an alternative therapy to reduce chronic low back pain

Sadaf Ahmed, Shamoon Noushad, Amaila Fazal, Basit Ansari

FENS Forum 2024