Myoelectric control with abstract decoders.

Abstract:

OBJECTIVE:The objective of this study was to compare the use of muscles appropriate for partial-hand prostheses with those typically used for complete hand devices and to determine whether differences in their underlying neural substrates translate to different levels of myoelectric control. APPROACH:We developed a novel abstract myoelectric decoder based on motor learning. Three muscle pairs, namely, an intrinsic and independent, an intrinsic and synergist and finally, an extrinsic and antagonist, were tested during abstract myoelectric control. Feedback conditions probed the roles of feed-forward and feedback mechanisms. RESULTS:Both performance levels and rates of improvement were significantly higher for intrinsic hand muscles relative to muscles of the forearm. Intrinsic hand muscles showed considerable improvement generalising to decoder use without visual feedback. Results indicate that visual feedback from the decoder is used for transitioning between muscle activity levels, but not for maintaining state. Both individual and group performance were found to be strongly related to motor variability. SIGNIFICANCE:Physiological differences inherent to the hand muscles can translate to improved prosthesis control. Our results support the use of motor learning based techniques for upper-limb myoelectric control and strongly argues for their utility in control of partial-hand prostheses. We provide evidence of myoelectric control skill acquisition and offer a formal definition for abstract decoding in the context of prosthetic control.

journal_name

J Neural Eng

authors

Dyson M,Barnes J,Nazarpour K

doi

10.1088/1741-2552/aacbfe

subject

Has Abstract

pub_date

2018-10-01 00:00:00

pages

056003

issue

5

eissn

1741-2560

issn

1741-2552

journal_volume

15

pub_type

杂志文章
  • Correspondence between visual and electrical input filters of ON and OFF mouse retinal ganglion cells.

    abstract:OBJECTIVE:Over the past two decades retinal prostheses have made major strides in restoring functional vision to patients blinded by diseases such as retinitis pigmentosa. Presently, implants use single pulses to activate the retina. Though this stimulation paradigm has proved beneficial to patients, an unresolved prob...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa722c

    authors: Sekhar S,Jalligampala A,Zrenner E,Rathbun DL

    更新日期:2017-08-01 00:00:00

  • A stationary wavelet transform and a time-frequency based spike detection algorithm for extracellular recorded data.

    abstract:OBJECTIVE:Spike detection from extracellular recordings is a crucial preprocessing step when analyzing neuronal activity. The decision whether a specific part of the signal is a spike or not is important for any kind of other subsequent preprocessing steps, like spike sorting or burst detection in order to reduce the c...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa654b

    authors: Lieb F,Stark HG,Thielemann C

    更新日期:2017-06-01 00:00:00

  • Spatial and temporal variability in response to hybrid electro-optical stimulation.

    abstract::Hybrid electro-optical neural stimulation is a novel paradigm combining the advantages of optical and electrical stimulation techniques while reducing their respective limitations. However, in order to fulfill its promise, this technique requires reduced variability and improved reproducibility. Here we used a compara...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/9/3/036003

    authors: Duke AR,Lu H,Jenkins MW,Chiel HJ,Jansen ED

    更新日期:2012-06-01 00:00:00

  • Corrigendum: Tissue-engineered nerve grafts using a scaffold-independent and injectable drug delivery system: a novel design with translational advantages (2019 J. Neural Eng. 16 036030).

    abstract:OBJECTIVE:Currently commercially available nerve conduits have demonstrated suboptimal clinical efficacy in repairing peripheral nerve defects. Although tissue-engineered nerve grafts (TENGs) with sustained release of neurotrophic factors (NTFs) are experimentally proved to be more effective than these blank conduits, ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/abd1ec

    authors: Liu Y,Yu S,Gu X,Cao R,Cui S

    更新日期:2020-12-09 00:00:00

  • Millimeter-scale epileptiform spike propagation patterns and their relationship to seizures.

    abstract:OBJECTIVE:Current mapping of epileptic networks in patients prior to epilepsy surgery utilizes electrode arrays with sparse spatial sampling (∼1.0 cm inter-electrode spacing). Recent research demonstrates that sub-millimeter, cortical-column-scale domains have a role in seizure generation that may be clinically signifi...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/13/2/026015

    authors: Vanleer AC,Blanco JA,Wagenaar JB,Viventi J,Contreras D,Litt B

    更新日期:2016-04-01 00:00:00

  • Stimulation strategies for selective activation of retinal ganglion cell soma and threshold reduction.

    abstract:OBJECTIVE:Retinal prosthetic implants restore partial vision to patients blinded due to outer retinal degeneration, using a camera-guided multielectrode array (MEA) that electrically stimulates surviving retinal neurons. Commercial epi-retinal prostheses use millisecond-scale charge-balanced, symmetric, cathodic-first ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aaf92b

    authors: Chang YC,Haji Ghaffari D,Chow RH,Weiland JD

    更新日期:2019-04-01 00:00:00

  • Impact of referencing scheme on decoding performance of LFP-based brain-machine interface.

    abstract:OBJECTIVE:There has recently been an increasing interest in local field potential (LFP) for brain-machine interface (BMI) applications due to its desirable properties (signal stability and low bandwidth). LFP is typically recorded with respect to a single unipolar reference which is susceptible to common noise. Several...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/abce3c

    authors: Ahmadi N,Constandinou T,Bouganis CS

    更新日期:2020-11-26 00:00:00

  • Speech stream segregation to control an ERP-based auditory BCI.

    abstract:OBJECTIVE:The use of natural sounds in auditory Brain-Computer Interfaces (BCI) has been shown to improve classification results and usability. Some auditory BCIs are based on stream segregation, in which the subjects must attend one audio stream and ignore the other(s); these streams include some kind of stimuli to be...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/abdd44

    authors: Velasco-Álvarez F,Fernández-Rodríguez Á,Medina-Juliá MT,Ron-Angevin R

    更新日期:2021-01-19 00:00:00

  • Data augmentation for self-paced motor imagery classification with C-LSTM.

    abstract:OBJECTIVE:Brain-computer interfaces (BCI) are becoming important tools for assistive technology, particularly through the use of motor imagery (MI) for aiding task completion. However, most existing methods of MI classification have been applied in a trial-wise fashion, with window sizes of approximately 2 s or more. A...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab57c0

    authors: Freer D,Yang GZ

    更新日期:2020-01-31 00:00:00

  • Carbon nanotube composite coating of neural microelectrodes preferentially improves the multiunit signal-to-noise ratio.

    abstract::Extracellular metal microelectrodes are widely used to record single neuron activity in vivo. However, their signal-to-noise ratio (SNR) is often far from optimal due to their high impedance value. It has been recently reported that carbon nanotube (CNT) coatings may decrease microelectrode impedance, thus improving t...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/8/6/066013

    authors: Baranauskas G,Maggiolini E,Castagnola E,Ansaldo A,Mazzoni A,Angotzi GN,Vato A,Ricci D,Panzeri S,Fadiga L

    更新日期:2011-12-01 00:00:00

  • The analytic common spatial patterns method for EEG-based BCI data.

    abstract::One of the most important stages in a brain-computer interface (BCI) system is that of extracting features that can reliably discriminate data recorded during different user states. A popular technique used for feature extraction in BCIs is the common spatial patterns (CSP) method, which provides a set of spatial filt...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/9/4/045009

    authors: Falzon O,Camilleri KP,Muscat J

    更新日期:2012-08-01 00:00:00

  • Assessment of gliosis around moveable implants in the brain.

    abstract::Repositioning microelectrodes post-implantation is emerging as a promising approach to achieve long-term reliability in single neuronal recordings. The main goal of this study was to (a) assess glial reaction in response to movement of microelectrodes in the brain post-implantation and (b) determine an optimal window ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/6/4/046004

    authors: Stice P,Muthuswamy J

    更新日期:2009-08-01 00:00:00

  • A combination strategy based brain-computer interface for two-dimensional movement control.

    abstract:OBJECTIVE:Two-dimensional (2D) movement control is an important issue in brain-computer interfaces (BCIs) research because being able to move, for example, a cursor with the brain will enable patients with motor disabilities to control their environment. However, it is still a challenge to continuously control 2D movem...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/12/4/046021

    authors: Xia B,Maysam O,Veser S,Cao L,Li J,Jia J,Xie H,Birbaumer N

    更新日期:2015-08-01 00:00:00

  • Invariance and variability in interaction error-related potentials and their consequences for classification.

    abstract:OBJECTIVE:This paper discusses the invariance and variability in interaction error-related potentials (ErrPs), where a special focus is laid upon the factors of (1) the human mental processing required to assess interface actions (2) time (3) subjects. APPROACH:Three different experiments were designed as to vary prim...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa8416

    authors: Abu-Alqumsan M,Kapeller C,Hintermüller C,Guger C,Peer A

    更新日期:2017-12-01 00:00:00

  • Human-inspired sound environment recognition system for assistive vehicles.

    abstract:OBJECTIVE:The human auditory system acquires environmental information under sound stimuli faster than visual or touch systems, which in turn, allows for faster human responses to such stimuli. It also complements senses such as sight, where direct line-of-view is necessary to identify objects, in the environment recog...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/12/1/016012

    authors: Vidal EG,Zarricueta EF,Cheein FA

    更新日期:2015-02-01 00:00:00

  • Real-time, time-frequency mapping of event-related cortical activation.

    abstract::Functional mapping of eloquent cortex is a common and necessary component of neurosurgical operative planning. Current electrical stimulation-based techniques are inefficient, can evoke seizures and are prone to false-negative results. Here, we present a novel cortical mapping system that extracts event-related neural...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/9/4/046018

    authors: Cheung C,Chang EF

    更新日期:2012-08-01 00:00:00

  • Natural language processing with dynamic classification improves P300 speller accuracy and bit rate.

    abstract::The P300 speller is an example of a brain-computer interface that can restore functionality to victims of neuromuscular disorders. Although the most common application of this system has been communicating language, the properties and constraints of the linguistic domain have not to date been exploited when decoding b...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/9/1/016004

    authors: Speier W,Arnold C,Lu J,Taira RK,Pouratian N

    更新日期:2012-02-01 00:00:00

  • Responses of rabbit retinal ganglion cells to electrical stimulation with an epiretinal electrode.

    abstract::Rational selection of electrical stimulus parameters for an electronic retinal prosthesis requires knowledge of the electrophysiological responses of retinal neurons to electrical stimuli. In this study, we examined the effects of cathodal and anodal current pulses on the extracellularly recorded responses of OFF and ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/2/1/003

    authors: Jensen RJ,Ziv OR,Rizzo JF

    更新日期:2005-03-01 00:00:00

  • A knowledge-based approach for automatic quantification of epileptiform activity in children with electrical status epilepticus during sleep.

    abstract:OBJECTIVE:Electrical status epilepticus during sleep (ESES), as electroencephalographic disturbances, is characterized by strong activation of epileptiform activity in the electroencephalogram during sleep. Quantitative descriptors of such epileptiform activity can support the diagnose and the prognosis of children wit...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aba6dd

    authors: Zhao X,Wang X,Chen C,Fan J,Yu X,Wang Z,Akbarzadeh S,Li Q,Zhou S,Chen W

    更新日期:2020-08-11 00:00:00

  • In vivo polymerization of poly(3,4-ethylenedioxythiophene) in the living rat hippocampus does not cause a significant loss of performance in a delayed alternation task.

    abstract::After extended implantation times, traditional intracortical neural probes exhibit a foreign-body reaction characterized by a reactive glial sheath that has been associated with increased system impedance and signal deterioration. Previously, we have proposed that the local in vivo polymerization of an electronically ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/11/2/026005

    authors: Ouyang L,Shaw CL,Kuo CC,Griffin AL,Martin DC

    更新日期:2014-04-01 00:00:00

  • On the risk of extracting relevant information from random data.

    abstract::This comment constitutes a re-assessment of a recent study in which near-infrared spectroscopy (NIRS) was used to decode decision making. In the original study, the process of feature selection was carried out on all of the data, and those features which displayed the greater classification accuracy were selected, but...

    journal_title:Journal of neural engineering

    pub_type: 评论,杂志文章

    doi:10.1088/1741-2560/6/5/058001

    authors: Dominguez LG

    更新日期:2009-10-01 00:00:00

  • Brain-actuated gait trainer with visual and proprioceptive feedback.

    abstract:OBJECTIVE:Brain-machine interfaces (BMIs) have been proposed in closed-loop applications for neuromodulation and neurorehabilitation. This study describes the impact of different feedback modalities on the performance of an EEG-based BMI that decodes motor imagery (MI) of leg flexion and extension. APPROACH:We execute...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa7df9

    authors: Liu D,Chen W,Lee K,Chavarriaga R,Bouri M,Pei Z,Del R Millán J

    更新日期:2017-10-01 00:00:00

  • Applying dynamic data collection to improve dry electrode system performance for a P300-based brain-computer interface.

    abstract:OBJECTIVE:Dry electrodes have an advantage over gel-based 'wet' electrodes by providing quicker set-up time for electroencephalography recording; however, the potentially poorer contact can result in noisier recordings. We examine the impact that this may have on brain-computer interface communication and potential app...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/13/6/066018

    authors: Clements JM,Sellers EW,Ryan DB,Caves K,Collins LM,Throckmorton CS

    更新日期:2016-12-01 00:00:00

  • Controlling selective stimulations below a spinal cord hemisection using brain recordings with a neural interface system approach.

    abstract::In this work we address the use of realtime cortical recordings for the generation of coherent, reliable and robust motor activity in spinal-lesioned animals through selective intraspinal microstimulation (ISMS). The spinal cord of adult rats was hemisectioned and groups of multielectrodes were implanted in both the c...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/8/4/046008

    authors: Panetsos F,Sanchez-Jimenez A,Torets C,Largo C,Micera S

    更新日期:2011-08-01 00:00:00

  • P300-based brain-computer interface for environmental control: an asynchronous approach.

    abstract::Brain-computer interface (BCI) systems allow people with severe motor disabilities to communicate and interact with the external world. The P300 potential is one of the most used control signals for EEG-based BCIs. Classic P300-based BCIs work in a synchronous mode; the synchronous control assumes that the user is con...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/8/2/025025

    authors: Aloise F,Schettini F,Aricò P,Leotta F,Salinari S,Mattia D,Babiloni F,Cincotti F

    更新日期:2011-04-01 00:00:00

  • VITA-an everyday virtual reality setup for prosthetics and upper-limb rehabilitation.

    abstract:OBJECTIVE:Currently, there are some 95 000 people in Europe suffering from upper-limb impairment. Rehabilitation should be undertaken right after the impairment occurs and should be regularly performed thereafter. Moreover, the rehabilitation process should be tailored specifically to both patient and impairment. APPR...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aaf35f

    authors: Nissler C,Nowak M,Connan M,Büttner S,Vogel J,Kossyk I,Márton ZC,Castellini C

    更新日期:2019-04-01 00:00:00

  • A neurorobotic platform for locomotor prosthetic development in rats and mice.

    abstract:OBJECTIVES:We aimed to develop a robotic interface capable of providing finely-tuned, multidirectional trunk assistance adjusted in real-time during unconstrained locomotion in rats and mice. APPROACH:We interfaced a large-scale robotic structure actuated in four degrees of freedom to exchangeable attachment modules e...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/13/2/026007

    authors: von Zitzewitz J,Asboth L,Fumeaux N,Hasse A,Baud L,Vallery H,Courtine G

    更新日期:2016-04-01 00:00:00

  • A novel flexible cuff-like microelectrode for dual purpose, acute and chronic electrical interfacing with the mouse cervical vagus nerve.

    abstract:OBJECTIVE:Neural reflexes regulate immune responses and homeostasis. Advances in bioelectronic medicine indicate that electrical stimulation of the vagus nerve can be used to treat inflammatory disease, yet the understanding of neural signals that regulate inflammation is incomplete. Current interfaces with the vagus n...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa7a42

    authors: Caravaca AS,Tsaava T,Goldman L,Silverman H,Riggott G,Chavan SS,Bouton C,Tracey KJ,Desimone R,Boyden ES,Sohal HS,Olofsson PS

    更新日期:2017-12-01 00:00:00

  • EEG representation using multi-instance framework on the manifold of symmetric positive definite matrices.

    abstract:OBJECTIVE:The generalization and robustness of an electroencephalogram (EEG)-based system are crucial requirements in actual practices. APPROACH:To reach these goals, we propose a new EEG representation that provides a more realistic view of brain functionality by applying multi-instance (MI) framework to consider the...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab0dad

    authors: Sadatnejad K,Rahmati M,Rostami R,Kazemi R,Ghidary SS,Müller A,Alimardani F

    更新日期:2019-06-01 00:00:00

  • A practical guide to methodological considerations in the controllability of structural brain networks.

    abstract:OBJECTIVE:Predicting how the brain can be driven to specific states by means of internal or external control requires a fundamental understanding of the relationship between neural connectivity and activity. Network control theory is a powerful tool from the physical and engineering sciences that can provide insights r...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab6e8b

    authors: Karrer TM,Kim JZ,Stiso J,Kahn AE,Pasqualetti F,Habel U,Bassett DS

    更新日期:2020-04-09 00:00:00