Towards a hemodynamic BCI using transcranial Doppler without user-specific training data.

Abstract:

UNLABELLED:Transcranial Doppler (TCD) was recently introduced as a new brain-computer interface (BCI) modality for detecting task-induced hemispheric lateralization. To date, single-trial discrimination between a lateralized mental activity and a rest state has been demonstrated with long (45 s) activation time periods. However, the possibility of detecting successive activations in a user-independent framework (i.e. without training data from the user) remains an open question. OBJECTIVE:The objective of this research was to assess TCD-based detection of lateralized mental activity with a user-independent classifier. In so doing, we also investigated the accuracy of detecting successive lateralizations. Approach. TCD data from 18 participants were collected during verbal fluency, mental rotation tasks and baseline counting tasks. Linear discriminant analysis and a set of four time-domain features were used to classify successive left and right brain activations. MAIN RESULTS:In a user-independent framework, accuracies up to 74.6 ± 12.6% were achieved using training data from a single participant, and lateralization task durations of 18 s. SIGNIFICANCE:Subject-independent, algorithmic classification of TCD signals corresponding to successive brain lateralization may be a feasible paradigm for TCD-BCI design.

journal_name

J Neural Eng

authors

Aleem I,Chau T

doi

10.1088/1741-2560/10/1/016005

subject

Has Abstract

pub_date

2013-02-01 00:00:00

pages

016005

issue

1

eissn

1741-2560

issn

1741-2552

journal_volume

10

pub_type

杂志文章
  • Comment on 'fast attainment of computer cursor control with noninvasively acquired brain signals'.

    abstract::In a recent paper by Bradberry, Gentili and Contreras-Vidal published in Journal of Neural Engineering (2011, 8 036010), an interesting method for the control of a two-dimensional mouse cursor was proposed, which apparently attained excellent control and good speed with relatively simple techniques. We believe some of...

    journal_title:Journal of neural engineering

    pub_type: 评论,杂志文章

    doi:10.1088/1741-2560/8/5/058001

    authors: Poli R,Salvaris M

    更新日期:2011-10-01 00:00:00

  • Neurite outgrowth at the interface of 2D and 3D growth environments.

    abstract::Growing neurons navigate complex environments, but in vitro systems for studying neuronal growth typically limit the cues to flat surfaces or a single type of cue, thereby limiting the resulting growth. Here we examined the growth of neurons presented with two-dimensional (2D) substrate-bound cues when these cues were...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/6/1/016002

    authors: Kofron CM,Fong VJ,Hoffman-Kim D

    更新日期:2009-02-01 00:00:00

  • Open Ephys electroencephalography (Open Ephys  +  EEG): a modular, low-cost, open-source solution to human neural recording.

    abstract:OBJECTIVE:Electroencephalography (EEG) offers a unique opportunity to study human neural activity non-invasively with millisecond resolution using minimal equipment in or outside of a lab setting. EEG can be combined with a number of techniques for closed-loop experiments, where external devices are driven by specific ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aa651f

    authors: Black C,Voigts J,Agrawal U,Ladow M,Santoyo J,Moore C,Jones S

    更新日期:2017-06-01 00:00:00

  • Improving an open-source commercial system to reliably perform activity-dependent stimulation.

    abstract:OBJECTIVE:Activity-dependent stimulation (ADS) is designed to strengthen the connections between neuronal circuits and therefore may be a promising tool for promoting neurophysiological reorganization following a brain injury. To successfully perform this technique, two criteria must be met: (1) spikes in the extracell...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab3319

    authors: Murphy M,Buccelli S,Bornat Y,Bundy D,Nudo R,Guggenmos D,Chiappalone M

    更新日期:2019-10-29 00:00:00

  • Symbolic time series analysis of fNIRS signals in brain development assessment.

    abstract:OBJECTIVE:Assessing an infant's brain development remains a challenge for neuroscientists and pediatricians despite great technological advances. As a non-invasive neuroimaging tool, functional near-infrared spectroscopy (fNIRS) has great advantages in monitoring an infant's brain activity. To explore the dynamic featu...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aae0c9

    authors: Liang Z,Minagawa Y,Yang HC,Tian H,Cheng L,Arimitsu T,Takahashi T,Tong Y

    更新日期:2018-12-01 00:00:00

  • Toward closed-loop optimization of deep brain stimulation for Parkinson's disease: concepts and lessons from a computational model.

    abstract::Deep brain stimulation (DBS) of the subthalamic nucleus with periodic, high-frequency pulse trains is an increasingly standard therapy for advanced Parkinson's disease. Here, we propose that a closed-loop global optimization algorithm may identify novel DBS waveforms that could be more effective than their high-freque...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/4/2/L03

    authors: Feng XJ,Greenwald B,Rabitz H,Shea-Brown E,Kosut R

    更新日期:2007-06-01 00:00:00

  • Integrated circuit amplifiers for multi-electrode intracortical recording.

    abstract::Significant progress has been made in systems that interpret the electrical signals of the brain in order to control an actuator. One version of these systems senses neuronal extracellular action potentials with an array of up to 100 miniature probes inserted into the cortex. The impedance of each probe is high, so en...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章,评审

    doi:10.1088/1741-2560/6/1/012001

    authors: Jochum T,Denison T,Wolf P

    更新日期:2009-02-01 00:00:00

  • Rehabilitation regimes based upon psychophysical studies of prosthetic vision.

    abstract::Human trials of prototype visual prostheses have successfully elicited visual percepts (phosphenes) in the visual field of implant recipients blinded through retinitis pigmentosa and age-related macular degeneration. Researchers are progressing rapidly towards a device that utilizes individual phosphenes as the elemen...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章,评审

    doi:10.1088/1741-2560/6/3/035009

    authors: Chen SC,Suaning GJ,Morley JW,Lovell NH

    更新日期:2009-06-01 00:00:00

  • EEG classification of imagined syllable rhythm using Hilbert spectrum methods.

    abstract::We conducted an experiment to determine whether the rhythm with which imagined syllables are produced may be decoded from EEG recordings. High density EEG data were recorded for seven subjects while they produced in imagination one of two syllables in one of three different rhythms. We used a modified second-order bli...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/7/4/046006

    authors: Deng S,Srinivasan R,Lappas T,D'Zmura M

    更新日期:2010-08-01 00:00:00

  • Continuous neuronal ensemble control of simulated arm reaching by a human with tetraplegia.

    abstract::Functional electrical stimulation (FES), the coordinated electrical activation of multiple muscles, has been used to restore arm and hand function in people with paralysis. User interfaces for such systems typically derive commands from mechanically unrelated parts of the body with retained volitional control, and are...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/8/3/034003

    authors: Chadwick EK,Blana D,Simeral JD,Lambrecht J,Kim SP,Cornwell AS,Taylor DM,Hochberg LR,Donoghue JP,Kirsch RF

    更新日期:2011-06-01 00:00:00

  • Tissue-engineered nerve grafts using a scaffold-independent and injectable drug delivery system: a novel design with translational advantages.

    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/ab17a0

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

    更新日期:2019-06-01 00:00:00

  • Autoencoders for learning template spectrograms in electrocorticographic signals.

    abstract:OBJECTIVE:Electrocorticography (ECoG) based studies generally analyze features from specific frequency bands selected by manual evaluation of spectral power. However, the definition of these features can vary across subjects, cortical areas, tasks and across time for a given subject. We propose an autoencoder based app...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aaf13f

    authors: Pailla T,Miller KJ,Gilja V

    更新日期:2019-02-01 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

  • Performance predictors of brain-computer interfaces in patients with amyotrophic lateral sclerosis.

    abstract:OBJECTIVE:Patients with amyotrophic lateral sclerosis (ALS) may benefit from brain-computer interfaces (BCI), but the utility of such devices likely will have to account for the functional, cognitive, and behavioral heterogeneity of this neurodegenerative disorder. APPROACH:In this study, a heterogeneous group of pati...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/13/2/026002

    authors: Geronimo A,Simmons Z,Schiff SJ

    更新日期:2016-04-01 00:00:00

  • Dynamics and coupling of fractional-order models of the motor cortex and central pattern generators.

    abstract:OBJECTIVE:Fractional calculus plays a key role in the analysis of neural dynamics. In particular, fractional calculus has been recently exploited for analyzing complex biological systems and capturing intrinsic phenomena. Also, artificial neural networks have been shown to have complex neuronal dynamics and characteris...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab8dd6

    authors: Lu Q

    更新日期:2020-06-12 00:00:00

  • Lower layers in the motor cortex are more effective targets for penetrating microelectrodes in cortical prostheses.

    abstract::Improving cortical prostheses requires the development of recording neural interfaces that are efficient in terms of providing maximal control information with minimal interface complexity. While the typical approaches have targeted neurons in the motor cortex with multiple penetrating shanks, an alternative approach ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/6/2/026004

    authors: Parikh H,Marzullo TC,Kipke DR

    更新日期:2009-04-01 00:00:00

  • Decoding overt shifts of attention in depth through pupillary and cortical frequency tagging.

    abstract:OBJECTIVE:We have recently developed a prototype of a novel human-computer interface for assistive communication based on voluntary shifts of attention (gaze) from a far target to a near target associated with a decrease of pupil size (Pupillary Accommodative Response, PAR), an automatic vegetative response that can be...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab8e8f

    authors: de'Sperati C,Roatta S,Zovetti N,Baroni T

    更新日期:2020-04-29 00:00:00

  • Laboratory investigation of microelectronics-based stimulators for large-scale suprachoroidal transretinal stimulation (STS).

    abstract::This paper describes the technological developments underlying the realization of a reliable and reproducible microchip-based stimulator with a large number of stimulus electrodes. A microchip-based stimulator with over 500 electrodes for suprachoroidal transretinal stimulation (STS) is proposed in this paper, and an ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/4/1/S10

    authors: Ohta J,Tokuda T,Kagawa K,Sugitani S,Taniyama M,Uehara A,Terasawa Y,Nakauchi K,Fujikado T,Tano Y

    更新日期:2007-03-01 00:00:00

  • Low-intensity pulsed ultrasound modulates multi-frequency band phase synchronization between LFPs and EMG in mice.

    abstract:OBJECTIVE:Low-intensity pulsed ultrasound stimulation (LIPUS) targeted to the mouse motor cortex can simultaneously induce local field potentials (LFPs) and electromyogram (EMG) responses. However, the functional coupling relationship between LFP and EMG signals has not been elucidated to date. This study aimed to inve...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab0879

    authors: Wang Y,Xie P,Zhou S,Wang X,Yuan Y

    更新日期:2019-04-01 00:00:00

  • Inhibition of neuronal cell-cell adhesion measured by the microscopic aggregation assay and impedance sensing.

    abstract::Microscopic aggregation assay and impedance sensing (IS) were used to monitor a change in in vitro neuron-neuron adhesion in response to blocking of cell adhesion molecules. By blocking neuron-neuron adhesion, migration and aggregation of neuronal cells can be inhibited. This leads to better control of spatial arrange...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/7/5/056003

    authors: Wiertz RW,Marani E,Rutten WL

    更新日期:2010-10-01 00:00:00

  • Amplitude versus spatially modulated electrotactile feedback for myoelectric control of two degrees of freedom.

    abstract:OBJECTIVE:Artificial proprioceptive feedback from a myoelectric prosthesis is an important aspect in enhancing embodiment and user satisfaction, possibly lowering the demand for visual attention while controlling a prosthesis in everyday tasks. Contemporary myoelectric prostheses are advanced mechatronic systems with m...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aba4fd

    authors: Garenfeld MA,Mortensen CK,Strbac M,Dideriksen JL,Dosen S

    更新日期:2020-08-14 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

  • 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

  • A high-density carbon fiber neural recording array technology.

    abstract:OBJECTIVE:Microwire and Utah-style neural recording arrays are the predominant devices used for cortical neural recording, but the implanted electrodes cause a significant adverse biological response and suffer from well-studied performance degradation. Recent work has demonstrated that carbon fiber electrodes do not e...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aae8d9

    authors: Massey TL,Santacruz SR,Hou JF,Pister KSJ,Carmena JM,Maharbiz MM

    更新日期:2019-02-01 00:00:00

  • Estimates of distributed coding of visual objects by single neurons in the human brain depend on which spike sorting technique is used.

    abstract:OBJECTIVE:To determine whether the estimated fraction and degree of distribution of visual responsive neurons in human intracranial microwire recordings depends upon the spike sorting method used. APPROACH:A large dataset of human intracranial microwire recordings from four brain areas was sorted into single unit acti...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/ab6cb8

    authors: Steinmetz PN

    更新日期:2020-04-09 00:00:00

  • Decoding multiclass motor imagery EEG from the same upper limb by combining Riemannian geometry features and partial least squares regression.

    abstract:OBJECTIVE:Due to low spatial resolution and poor signal-to-noise ratio of electroencephalogram (EEG), high accuracy classifications still suffer from lots of obstacles in the context of motor imagery (MI)-based brain-machine interface (BMI) systems. Particularly, it is extremely challenging to decode multiclass MI EEG ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/aba7cd

    authors: Chu Y,Zhao X,Zou Y,Xu W,Song G,Han J,Zhao Y

    更新日期:2020-08-11 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

  • Facilitating stochastic resonance as a pre-emphasis method for neural spike detection.

    abstract:OBJECTIVE:We aim to increase the number of neural spikes that can be detected in a single channel extracellular neural recording. APPROACH:We propose a pre-emphasis method facilitating stochastic resonance (SR), where we introduce the band-pass-filtered noisy extracellular recording to an overdamped Brownian particle ...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2552/abae8a

    authors: Güngör CB,Töreyin H

    更新日期:2020-09-18 00:00:00

  • Multiple factors may influence the performance of a visual prosthesis based on intracortical microstimulation: nonhuman primate behavioural experimentation.

    abstract::We hypothesize that a visual prosthesis capable of evoking high-resolution visual perceptions can be produced using high-electrode-count arrays of penetrating microelectrodes implanted into the primary visual cortex of a blind human subject. To explore this hypothesis, and as a prelude to human psychophysical experime...

    journal_title:Journal of neural engineering

    pub_type: 杂志文章

    doi:10.1088/1741-2560/8/3/035001

    authors: Torab K,Davis TS,Warren DJ,House PA,Normann RA,Greger B

    更新日期:2011-06-01 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