Journal of Neural Engineering

Article	Citations
A survey on deep learning-based non-invasive brain signals: recent advances and new frontiers	154
Uncovering the structure of clinical EEG signals with self-supervised learning	105
EEGdenoiseNet: a benchmark dataset for deep learning solutions of EEG denoising	101
EEG-inception: an accurate and robust end-to-end neural network for EEG-based motor imagery classification	101
Myoelectric control of robotic lower limb prostheses: a review of electromyography interfaces, control paradigms, challenges and future directions	93
Investigating EEG-based functional connectivity patterns for multimodal emotion recognition	90
A 1D CNN for high accuracy classification and transfer learning in motor imagery EEG-based brain-computer interface	77
Towards real-life EEG applications: novel superporous hydrogel-based semi-dry EEG electrodes enabling automatically ‘charge–discharge’ electrolyte	74
Implementing a calibration-free SSVEP-based BCI system with 160 targets	66
The Argo: a high channel count recording system for neural recording in vivo	64
A novel training-free recognition method for SSVEP-based BCIs using dynamic window strategy	60
A review of user training methods in brain computer interfaces based on mental tasks	59
Towards adaptive deep brain stimulation: clinical and technical notes on a novel commercial device for chronic brain sensing	59
Adaptive asynchronous control system of robotic arm based on augmented reality-assisted brain–computer interface	55
Neural stimulation and recording performance in human sensorimotor cortex over 1500 days	55
Brain2Char: a deep architecture for decoding text from brain recordings	48
How to successfully classify EEG in motor imagery BCI: a metrological analysis of the state of the art	47
Removal of movement-induced EEG artifacts: current state of the art and guidelines	47
Bioelectronic medicine for the autonomic nervous system: clinical applications and perspectives	46
Deep learning of resting-state electroencephalogram signals for three-class classification of Alzheimer’s disease, mild cognitive impairment and healthy ageing	44
Compliant peripheral nerve interfaces	41
Boosting template-based SSVEP decoding by cross-domain transfer learning	40
Carbon-based neural electrodes: promises and challenges	38
Brain–computer interfaces based on code-modulated visual evoked potentials (c-VEP): a literature review	37
Simultaneous and proportional control of wrist and hand movements by decoding motor unit discharges in real time	37

Stretchable gold nanowire-based cuff electrodes for low-voltage peripheral nerve stimulation	36
Spatiotemporal patterns of gene expression around implanted silicon electrode arrays	36
Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification	36
Robust and accurate decoding of hand kinematics from entire spiking activity using deep learning	35
Platinum dissolution and tissue response following long-term electrical stimulation at high charge densities	35
Deep learning for robust detection of interictal epileptiform discharges	35
A convolutional neural network to identify motor units from high-density surface electromyography signals in real time	35
Wearable wireless power systems for ‘ME-BIT’ magnetoelectric-powered bio implants	35
Epidural and transcutaneous spinal cord stimulation facilitates descending inputs to upper-limb motoneurons in monkeys	34
End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax	34
Grading hypoxic-ischemic encephalopathy in neonatal EEG with convolutional neural networks and quadratic time–frequency distributions	34
Concurrent stimulation and sensing in bi-directional brain interfaces: a multi-site translational experience	33
Edge deep learning for neural implants: a case study of seizure detection and prediction	33
MuscleNET: mapping electromyography to kinematic and dynamic biomechanical variables by machine learning	33
CNN-based classification of fNIRS signals in motor imagery BCI system	33
A brain-actuated robotic arm system using non-invasive hybrid brain–computer interface and shared control strategy	33
Non-invasive wearable seizure detection using long–short-term memory networks with transfer learning	32
A comfortable steady state visual evoked potential stimulation paradigm using peripheral vision	32
Benefits of deep learning classification of continuous noninvasive brain–computer interface control	32
Long-term intracortical microelectrode array performance in a human: a 5 year retrospective analysis	31
Polyvinyl alcohol/polyacrylamide double-network hydrogel-based semi-dry electrodes for robust electroencephalography recording at hairy scalp for noninvasive brain–computer interfaces	31
A bioelectric neural interface towards intuitive prosthetic control for amputees	31
Network-based brain–computer interfaces: principles and applications	31
A novel flexible hydrogel electrode with a strong moisturizing ability for long-term EEG recording	31
Skilled independent control of individual motor units via a non-invasive neuromuscular–machine interface	31
Long exposure convolutional memory network for accurate estimation of finger kinematics from surface electromyographic signals	30
A comparison of insertion methods for surgical placement of penetrating neural interfaces	30
Flexible, high-resolution thin-film electrodes for human and animal neural research	30
Identifying similarities and differences in emotion recognition with EEG and eye movements among Chinese, German, and French People	29
Adaptive latent state modeling of brain network dynamics with real-time learning rate optimization	29
Neuropathological effects of chronically implanted, intracortical microelectrodes in a tetraplegic patient	29
Vertical-junction photodiodes for smaller pixels in retinal prostheses	29
High-density mapping of primate digit representations with a 1152-channel µECoG array	29
Generalized neural decoders for transfer learning across participants and recording modalities	29
Functional synergy recruitment index as a reliable biomarker of motor function and recovery in chronic stroke patients	28
The temporal pattern of intracortical microstimulation pulses elicits distinct temporal and spatial recruitment of cortical neuropil and neurons	28
Ceramic packaging in neural implants	28
Universal adversarial perturbations for CNN classifiers in EEG-based BCIs	28
Relating EEG to continuous speech using deep neural networks: a review	27
Online asynchronous detection of error-related potentials in participants with a spinal cord injury using a generic classifier	27
A Bayesian-optimized design for an interpretable convolutional neural network to decode and analyze the P300 response in autism	26
Data augmentation for learning predictive models on EEG: a systematic comparison	26
Modular multilevel TMS device with wide output range and ultrabrief pulse capability for sound reduction	25
An attention-based deep learning approach for the classification of subjective cognitive decline and mild cognitive impairment using resting-state EEG	25
Multi-channel transcranial temporally interfering stimulation (tTIS): application to living mice brain	25
Effects of an exoskeleton-assisted gait training on post-stroke lower-limb muscle coordination	25
A deep learning method for single-trial EEG classification in RSVP task based on spatiotemporal features of ERPs	25
On the road to the brain-on-a-chip: a review on strategies, methods, and applications	25
State-space optimal feedback control of optogenetically driven neural activity	24
Towards human motor augmentation by voluntary decoupling beta activity in the neural drive to muscle and force production	24

Multi-objective data-driven optimization for improving deep brain stimulation in Parkinson’s disease	24
Optimizing spatial properties of a new checkerboard-like visual stimulus for user-friendly SSVEP-based BCIs	24
Review of wearable technologies and machine learning methodologies for systematic detection of mild traumatic brain injuries	24
Characterizing the short-latency evoked response to intracortical microstimulation across a multi-electrode array	24
Brain variability in dynamic resting-state networks identified by fuzzy entropy: a scalp EEG study	24
An end-to-end CNN with attentional mechanism applied to raw EEG in a BCI classification task	24
A study on CNN image classification of EEG signals represented in 2D and 3D	24
Motor imagery recognition with automatic EEG channel selection and deep learning	24
Multi-scale neural decoding and analysis	24
Direct measurement of oxygen reduction reactions at neurostimulation electrodes	23
SleepSEEG: automatic sleep scoring using intracranial EEG recordings only	23
An efficient CNN-LSTM network with spectral normalization and label smoothing technologies for SSVEP frequency recognition	23
Auditory stimulus-response modeling with a match-mismatch task	23
Systematic analysis of wavelet denoising methods for neural signal processing	23
Thermal effects on neurons during stimulation of the brain	23
Similarity-constrained task-related component analysis for enhancing SSVEP detection	23
Spatially selective stimulation of the pig vagus nerve to modulate target effect versus side effect	23
Multi-feature computational framework for combined signatures of dementia in underrepresented settings	23
Embedding decomposition for artifacts removal in EEG signals	22
Electrical brain stimulation and continuous behavioral state tracking in ambulatory humans	22
Longevity and reliability of chronic unit recordings using the Utah, intracortical multi-electrode arrays	22
Electrochemical methods for neural interface electrodes	22
Extended home use of an advanced osseointegrated prosthetic arm improves function, performance, and control efficiency	22
The effect of calibration parameters on the control of a myoelectric hand prosthesis using EMG feedback	22
Early classification of motor tasks using dynamic functional connectivity graphs from EEG	22
EEG microstate in first-episode drug-naive adolescents with depression	21
Accuracy and precision of navigated transcranial magnetic stimulation	21
Modeling and augmenting of fMRI data using deep recurrent variational auto-encoder	20
Kinematics of individual muscle units in natural contractions measured in vivo using ultrafast ultrasound	20
Implant- and anesthesia-related factors affecting cardiopulmonary threshold intensities for vagus nerve stimulation	20
Effects of virtual reality-based motor rehabilitation: a systematic review of fMRI studies	20
Bioelectrical interfaces with cortical spheroids in three-dimensions	20
Hybrid asynchronous brain–computer interface for yes/no communication in patients with disorders of consciousness	20
Multi-class motor imagery EEG classification method with high accuracy and low individual differences based on hybrid neural network	20
Neuroprotective effect of hypoxic preconditioning and neuronal activation in a in vitro human model of the ischemic penumbra	20
Calcium imaging in freely moving mice during electrical stimulation of deep brain structures	20
Carbon fiber electrodes for intracellular recording and stimulation	20
Responses of model cortical neurons to temporal interference stimulation and related transcranial alternating current stimulation modalities	20
Deep brain stimulation: is it time to change gears by closing the loop?	20
Speech-imagery-based brain–computer interface system using ear-EEG	20
Neural decoding from surface high-density EMG signals: influence of anatomy and synchronization on the number of identified motor units	20
Naturalistic spatiotemporal modulation of epiretinal stimulation increases the response persistence of retinal ganglion cell	20
The effect of stimulus number on the recognition accuracy and information transfer rate of SSVEP–BCI in augmented reality	19
Bidirectional flow of action potentials in axons drives activity dynamics in neuronal cultures	19
Cluster decomposing and multi-objective optimization based-ensemble learning framework for motor imagery-based brain–computer interfaces	19
TAP: targeting and analysis pipeline for optimization and verification of coil placement in transcranial magnetic stimulation	19
A computational approach for generating continuous estimates of motor unit discharge rates and visualizing population discharge characteristics	19
Enhancing detection of steady-state visual evoked potentials using channel ensemble method	19
A portable, self-contained neuroprosthetic hand with deep learning-based finger control	19
Optimizing the electric field strength in multiple targets for multichannel transcranial electric stimulation	19
Adaptive polymer fiber neural device for drug delivery and enlarged illumination angle for neuromodulation	19
Enhancement for P300-speller classification using multi-window discriminative canonical pattern matching	19
Layer-specific parameters of intracortical microstimulation of the somatosensory cortex	19
Enhancing transfer performance across datasets for brain-computer interfaces using a combination of alignment strategies and adaptive batch normalization	19
Short-delay neurofeedback facilitates training of the parietal alpha rhythm	19
Improving the performance of multisubject motor imagery-based BCIs using twin cascaded softmax CNNs	19
A geometric approach to quantifying the neuromodulatory effects of persistent inward currents on individual motor unit discharge patterns	18
An automatic sleep disorder detection based on EEG cross-frequency coupling and random forest model	18
Towards optimizing electrode configurations for silent speech recognition based on high-density surface electromyography	18
Long-term upper-extremity prosthetic control using regenerative peripheral nerve interfaces and implanted EMG electrodes	18
Deep learning reveals personalized spatial spectral abnormalities of high delta and low alpha bands in EEG of patients with early Parkinson’s disease	18
Simultaneous decoding of cardiovascular and respiratory functional changes from pig intraneural vagus nerve signals	18
Cross-subject spatial filter transfer method for SSVEP-EEG feature recognition	18
Fascicles split or merge every ∼560 microns within the human cervical vagus nerve	18
Neural sources of prediction errors detect unrealistic VR interactions	18
Robust decoding of the speech envelope from EEG recordings through deep neural networks	18
A whole-process interpretable and multi-modal deep reinforcement learning for diagnosis and analysis of Alzheimer’s disease ∗	18
Neurological state changes indicative of ADHD in children learned via EEG-based LSTM networks	18
Decoding ECoG signal into 3D hand translation using deep learning	17
Emergence of flexible technology in developing advanced systems for post-stroke rehabilitation: a comprehensive review	17
Simultaneous control of natural and extra degrees of freedom by isometric force and electromyographic activity in the muscle-to-force null space	17
Long-term stability of the chronic epidural wireless recorder WIMAGINE in tetraplegic patients	17
Transcranial photobiomodulation changes topology, synchronizability, and complexity of resting state brain networks	17
From full calibration to zero training for a code-modulated visual evoked potentials brain computer interface	17
FB-CGANet: filter bank channel group attention network for multi-class motor imagery classification	17
Preferential activation of proprioceptive and cutaneous sensory fibers compared to motor fibers during cervical transcutaneous spinal cord stimulation: a computational study	17
Characterizing physiological high-frequency oscillations using deep learning	17
A deep learning framework with multi-perspective fusion for interictal epileptiform discharges detection in scalp electroencephalogram	17
Decoding and interpreting cortical signals with a compact convolutional neural network	17
An adaptive closed-loop ECoG decoder for long-term and stable bimanual control of an exoskeleton by a tetraplegic	17

A finite element method framework to model extracellular neural stimulation	17
Multichannel power electronics and magnetic nanoparticles for selective thermal magnetogenetics	17
Utah array characterization and histological analysis of a multi-year implant in non-human primate motor and sensory cortices	17
Semi-supervised EEG emotion recognition model based on enhanced graph fusion and GCN	17
Soft, wireless and subdermally implantable recording and neuromodulation tools	16
A novel motor imagery EEG decoding method based on feature separation	16
A CNN identified by reinforcement learning-based optimization framework for EEG-based state evaluation	16
Emotion recognition using spatial-temporal EEG features through convolutional graph attention network	16
From unsupervised to semi-supervised adversarial domain adaptation in electroencephalography-based sleep staging	16
A high-speed hybrid brain-computer interface with more than 200 targets	16
Spatio-temporal equalization multi-window algorithm for asynchronous SSVEP-based BCI	16
Pathway-specific cortico-muscular coherence in proximal-to-distal compensation during fine motor control of finger extension after stroke	16
Computational modelling of nerve stimulation and recording with peripheral visceral neural interfaces	16
The impact of CT image parameters and skull heterogeneity modeling on the accuracy of transcranial focused ultrasound simulations	16
Characterizing pink and white noise in the human electroencephalogram	16
Detection of human white matter activation and evaluation of its function in movement decoding using stereo-electroencephalography (SEEG)	15
Q-PINE: A quick to implant peripheral intraneural electrode	15
Cortical network effects of subthalamic deep brain stimulation in a thalamo-cortical microcircuit model	15
Evaluation of multiple perceptual qualities of transcutaneous electrical nerve stimulation for evoked tactile sensation in forearm amputees	15
Optimally-calibrated non-invasive feedback improves amputees’ metabolic consumption, balance and walking confidence	15
Methods of poly(3,4)-ethylenedioxithiophene (PEDOT) electrodeposition on metal electrodes for neural stimulation and recording	15
Focal electrical stimulation of human retinal ganglion cells for vision restoration	15
Predicting task performance from biomarkers of mental fatigue in global brain activity	15
Automated detection of ripple oscillations in long-term scalp EEG from patients with infantile spasms	15
Detection of spontaneous seizures in EEGs in multiple experimental mouse models of epilepsy	15
A non-invasive wearable sensory leg neuroprosthesis: mechanical, electrical and functional validation	15
Combining generative adversarial network and multi-output CNN for motor imagery classification	15
Invariability of EEG error-related potentials during continuous feedback protocols elicited by erroneous actions at predicted or unpredicted states	15
Modular pulse synthesizer for transcranial magnetic stimulation with fully adjustable pulse shape and sequence	15
Automatic classification of idiopathic Parkinson’s disease and atypical Parkinsonian syndromes combining [11C]raclopride PET uptake and MRI grey matter morphometry	15
Bridging the gap between patient-specific and patient-independent seizure prediction via knowledge distillation	15
Electrochemical safety limits for clinical stimulation investigated using depth and strip electrodes in the pig brain	15
Deep learning multimodal fNIRS and EEG signals for bimanual grip force decoding	15
Multi-modal artificial dura for simultaneous large-scale optical access and large-scale electrophysiology in non-human primate cortex	15
Pixel size limit of the PRIMA implants: from humans to rodents and back	15
Corticomuscular integrated representation of voluntary motor effort in robotic control for wrist-hand rehabilitation after stroke	15
IENet: a robust convolutional neural network for EEG based brain-computer interfaces	14
Electrochemical microelectrode degradation monitoring: in situ investigation of platinum corrosion at neutral pH	14
Resting state dynamic functional connectivity in children with attention deficit/hyperactivity disorder	14
Cross-correlation based discriminant criterion for channel selection in motor imagery BCI systems	14
Bidirectional Siamese correlation analysis method for enhancing the detection of SSVEPs	14
Silicone encapsulation of thin-film SiO x , SiO x N y and SiC for m	14
Decoding imagined speech from EEG signals using hybrid-scale spatial-temporal dilated convolution network	14
Inductive conformal prediction for silent speech recognition	14
A multi-modal modified feedback self-paced BCI to control the gait of an avatar	14
Decoding working memory task condition using magnetoencephalography source level long-range phase coupling patterns	14
Detection of motor-evoked potentials below the noise floor: rethinking the motor stimulation threshold	14
Looking through the windows: a study about the dependency of phase-coupling estimates on the data length	14
Impedance scaling for gold and platinum microelectrodes	14
Modeling multiscale causal interactions between spiking and field potential signals during behavior	14
Relevance-based channel selection in motor imagery brain–computer interface	14
Feasibility of cerium-doped LSO particles as a scintillator for x-ray induced optogenetics	14
SpikeDeep-Classifier: A deep-learning based fully automatic offline spike sorting algorithm	14
SSVEP-assisted RSVP brain–computer interface paradigm for multi-target classification	14
An in-silico analysis of electrically evoked responses of midget and parasol retinal ganglion cells in different retinal regions	14
Decoding motor imagery tasks using ESI and hybrid feature CNN	14
Single trial detection of error-related potentials in brain–machine interfaces: a survey and comparison of methods	14
Reconstruction of hand, elbow and shoulder actual and imagined trajectories in 3D space using EEG current source dipoles	14
Real-time removal of stimulation artifacts in closed-loop deep brain stimulation	14
Deep learning for automated epileptiform discharge detection from scalp EEG: A systematic review	14
DAGAM: a domain adversarial graph attention model for subject-independent EEG-based emotion recognition	14
Deep learning for biosignal control: insights from basic to real-time methods with recommendations	14
Intracortical microstimulation pulse waveform and frequency recruits distinct spatiotemporal patterns of cortical neuron and neuropil activation	14
Flexible graphene/GO electrode for gel-free EEG	14
Characterization of optogenetically-induced cortical spreading depression in awake mice using graphene micro-transistor arrays	14
Fast and accurate decoding of finger movements from ECoG through Riemannian features and modern machine learning techniques	14
MRASleepNet: a multi-resolution attention network for sleep stage classification using single-channel EEG	14
Infrared neurostimulation in ex-vivo rat sciatic nerve using 1470 nm wavelength	14
Estimating muscle activation from EMG using deep learning-based dynamical systems models	14
Filter bank sinc-convolutional network with channel self-attention for high performance motor imagery decoding	14
Robust neural decoding by kernel regression with Siamese representation learning	13
A high-performance brain switch based on code-modulated visual evoked potentials	13
A novel decoding method for motor imagery tasks with 4D data representation and 3D convolutional neural networks	13
Deep transfer learning compared to subject-specific models for sEMG decoders	13
Automatic annotation correction for wearable EEG based epileptic seizure detection	13
Algorithm and hardware considerations for real-time neural signal on-implant processing	13
Mapping of primary somatosensory cortex of the hand area using a high-density electrocorticography grid for closed-loop brain computer interface	13
Boundary element fast multipole method for modeling electrical brain stimulation with voltage and current electrodes	13
Improving motor imagery classification during induced motor perturbations	13
Combining direct current and kilohertz frequency alternating current to mitigate onset activity during electrical nerve block	13
Automated pipeline for EEG artifact reduction (APPEAR) recorded during fMRI	13
Automated deep brain stimulation programming with safety constraints for tremor suppression in patients with Parkinson’s disease and essential tremor	13
Ear-EEG compares well to cap-EEG in recording auditory ERPs: a quantification of signal loss	13
Sufficient sampling for kriging prediction of cortical potential in rat, monkey, and human µECoG	13
Cross-dataset transfer learning for motor imagery signal classification via multi-task learning and pre-training	13
Yet another artefact rejection study: an exploration of cleaning methods for biological and neuromodulatory noise	13
Inhibition of Na+/H+ exchanger modulates microglial activation and scar formation following microelectrode implantation	13
Bayesian optimization of peripheral intraneural stimulation protocols to evoke distal limb movements	13
Biomechanical micromotion at the neural interface modulates intracellular membrane potentials in vivo	13
Trade-off between stimulation focality and the number of coils in multi-locus transcranial magnetic stimulation	13
Non-invasive on-skin sensors for brain machine interfaces with epitaxial graphene	13
Electrotactile feedback outweighs natural feedback in sensory integration during control of grasp force	13
AOAR: an automatic ocular artifact removal approach for multi-channel electroencephalogram data based on non-negative matrix factorization and empirical mode decomposition	13
Physiologic signaling and viability of the muscle cuff regenerative peripheral nerve interface (MC-RPNI) for intact peripheral nerves	13
Toward brain–heart computer interfaces: a study on the classification of upper limb movements using multisystem directional estimates	13