Cognitive Neurodynamics

Article	Citations
Extreme multistability and phase synchronization in a heterogeneous bi-neuron Rulkov network with memristive electromagnetic induction	76
Electromagnetic induction effects on electrical activity within a memristive Wilson neuron model	76
4D attention-based neural network for EEG emotion recognition	54
Review of brain encoding and decoding mechanisms for EEG-based brain–computer interface	52
Automated detection of schizophrenia using optimal wavelet-based $$l_1$$ norm features extracted from single-channel EEG	52
Artificial intelligence enabled intrusion detection systems for cognitive cyber-physical systems in industry 4.0 environment	46
Hamiltonian energy and coexistence of hidden firing patterns from bidirectional coupling between two different neurons	44
LEDPatNet19: Automated Emotion Recognition Model based on Nonlinear LED Pattern Feature Extraction Function using EEG Signals	43
Identifying COVID-19 by using spectral analysis of cough recordings: a distinctive classification study	42
Classification of ASD based on fMRI data with deep learning	37
A survey of brain network analysis by electroencephalographic signals	32
Primate brain pattern-based automated Alzheimer's disease detection model using EEG signals	31
Bilinear neural network with 3-D attention for brain decoding of motor imagery movements from the human EEG	30
Direction of information flow between brain regions in ADHD and healthy children based on EEG by using directed phase transfer entropy	29
Effects of chaotic activity and time delay on signal transmission in FitzHugh-Nagumo neuronal system	28
Effect of disturbances in neuronal calcium and IP3 dynamics on β-amyloid production and degradation	28
Automatic diagnosis of schizophrenia and attention deficit hyperactivity disorder in rs-fMRI modality using convolutional autoencoder model and interval type-2 fuzzy regression	27
Emotion recognition using effective connectivity and pre-trained convolutional neural networks in EEG signals	26
Study of disorders in regulatory spatiotemporal neurodynamics of calcium and nitric oxide	23
New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays	22
Gamma rhythms in the visual cortex: functions and mechanisms	21
A dynamical model for the basal ganglia-thalamo-cortical oscillatory activity and its implications in Parkinson’s disease	20
Model-based optogenetic stimulation to regulate beta oscillations in Parkinsonian neural networks	19
Rehabilitation of motor function in children with cerebral palsy based on motor imagery	19
EEG based cognitive task classification using multifractal detrended fluctuation analysis	19

Hybrid classification model for eye state detection using electroencephalogram signals	19
Biophysical mechanism of the interaction between default mode network and working memory network	18
A novel approach for designing authentication system using a picture based P300 speller	17
Evaluation of color modulation in visual P300-speller using new stimulus patterns	17
Construction of embedded fMRI resting-state functional connectivity networks using manifold learning	17
Automated COVID-19 diagnosis and classification using convolutional neural network with fusion based feature extraction model	16
The glutamatergic synapse: a complex machinery for information processing	16
Functional neuronal networks reveal emotional processing differences in children with ADHD	16
Stability analysis of fractional order memristor synapse-coupled hopfield neural network with ring structure	16
Analysis of complexity and dynamic functional connectivity based on resting-state EEG in early Parkinson’s disease patients with mild cognitive impairment	16
Hamilton energy balance and synchronization behaviors of two functional neurons	15
Enhancement of the neural response during 40 Hz auditory entrainment in closed-eye state in human prefrontal region	15
Three-dimensional memristive Morris–Lecar model with magnetic induction effects and its FPGA implementation	14
A novel index of functional connectivity: phase lag based on Wilcoxon signed rank test	14
A systematic review of physiological signals based driver drowsiness detection systems	13
A novel memristive neuron model and its energy characteristics	13
Long-term predictions of current confirmed and dead cases of COVID-19 in China by the non-autonomous delayed epidemic models	13
A review of research on neuromarketing using content analysis: key approaches and new avenues	13
The LightGBM-based classification algorithm for Chinese characters speech imagery BCI system	12
A novel classification method for EEG-based motor imagery with narrow band spatial filters and deep convolutional neural network	12
Epileptic seizure focus detection from interictal electroencephalogram: a survey	12
A discrete Huber-Braun neuron model: from nodal properties to network performance	12
Hierarchical scale convolutional neural network for facial expression recognition	12
Oscillatory biomarkers of autism: evidence from the innate visual fear evoking paradigm	12
Dynamical effects of memristive electromagnetic induction on a 2D Wilson neuron model	12
A dynamics model of neuron-astrocyte network accounting for febrile seizures	12
Machine learning model for predicting Major Depressive Disorder using RNA-Seq data: optimization of classification approach	12
EEG-based brain functional connectivity representation using amplitude locking value for fatigue-driving recognition	12
Brain response to color stimuli: an EEG study with nonlinear approach	12
Investigation of global brain dynamics depending on emotion regulation strategies indicated by graph theoretical brain network measures at system level	11
Graph theoretical brain connectivity measures to investigate neural correlates of music rhythms associated with fear and anger	11
Generalizable epileptic seizures prediction based on deep transfer learning	11
Towards new concepts for a biological neuroscience of consciousness	11
2D dynamic analysis of the disturbances in the calcium neuronal model and its implications in neurodegenerative disease	11
A multi-stage dynamical fusion network for multimodal emotion recognition	11
Executive function elevated by long term high-intensity physical activity and the regulation role of beta-band activity in human frontal region	10
Complex dynamics of hair bundle of auditory nervous system (II): forced oscillations related to two cases of steady state	10
A neuron model with nonlinear membranes	10
Influence of various temporal recoding on pavlovian eyeblink conditioning in the cerebellum	10
Machine learning models effectively distinguish attention-deficit/hyperactivity disorder using event-related potentials	10
Delay-dependent transitions of phase synchronization and coupling symmetry between neurons shaped by spike-timing-dependent plasticity	10
Closing the loop of DBS using the beta oscillations in cortex	10
Hypofunction of directed brain network within alpha frequency band in depressive patients: a graph-theoretic analysis	10
Feature hypergraph representation learning on spatial-temporal correlations for EEG emotion recognition	10
Vision as oculomotor reward: cognitive contributions to the dynamic control of saccadic eye movements	10
Detections of bifurcation in a fractional-order Cohen-Grossberg neural network with multiple delays	10
Hippocampal oscillatory dynamics in freely behaving rats during exploration of social and non-social stimuli	10
Disynaptic effect of hilar cells on pattern separation in a spiking neural network of hippocampal dentate gyrus	10
Optimized adaptive neuro-fuzzy inference system based on hybrid grey wolf-bat algorithm for schizophrenia recognition from EEG signals	9
How glutamatergic synapse loss affects the firing rhythm of DG-CA3 model related with Alzheimer’s disease	9

BCI system with lower-limb robot improves rehabilitation in spinal cord injury patients through short-term training: a pilot study	9
A novel ternary pattern-based automatic psychiatric disorders classification using ECG signals	9
The effects of repetitive transcranial magnetic stimulation and aerobic exercise on cognition, balance and functional brain networks in patients with Alzheimer's disease	9
Memristive competitive hopfield neural network for image segmentation application	9
Memristor-coupled dual-neuron mapping model: initials-induced coexisting firing patterns and synchronization activities	9
Changes in Brain Functional Network Connectivity in Adult Moyamoya Diseases	9
Novel channel selection model based on graph convolutional network for motor imagery	9
Alterations of resting-state Gamma frequency characteristics in aging and Alzheimer’s disease	9
Investigating the effect of age and gender of users on improving spirituality by using EEG	9
Quantization synchronization of chaotic neural networks with time delay under event-triggered strategy	9
Autism spectrum disorder recognition based on multi-view ensemble learning with multi-site fMRI	9
The neural dynamics associated with lexicality effect in reading single Chinese words, pseudo-words and non-words	8
Self, Me and I in the repertoire of spontaneously occurring altered states of Selfhood: eight neurophenomenological case study reports	8
Finite-/fixed-time synchronization for Cohen–Grossberg neural networks with discontinuous or continuous activations via periodically switching control	8
Classification of the Epileptic Seizure Onset Zone Based on Partial Annotation	8
Generalised exponential-Gaussian distribution: a method for neural reaction time analysis	8
EEG-based emotion recognition using a temporal-difference minimizing neural network	8
Continuous theta-burst stimulation modulates resting-state EEG microstates in healthy subjects	8
Innovative Poincare’s plot asymmetry descriptors for EEG emotion recognition	8
Human factors engineering of BCI: an evaluation for satisfaction of BCI based on motor imagery	8
A model of working memory for encoding multiple items and ordered sequences exploiting the theta-gamma code	8
Population and individual firing behaviors in sparsely synchronized rhythms in the hippocampal dentate gyrus	8
A new biological central pattern generator model and its relationship with the motor units	8
Pruning and quantization algorithm with applications in memristor-based convolutional neural network	8
A computational network dynamical modeling for abnormal oscillation and deep brain stimulation control of obsessive–compulsive disorder	8
TOXGB: Teamwork Optimization Based XGBoost model for early identification of post-traumatic stress disorder	8
Nonlinear mechanism for the enhanced bursting activities induced by fast inhibitory autapse and reduced activities by fast excitatory autapse	7
Investigation of frequency components embedded in EEG recordings underlying neuronal mechanism of cognitive control and attentional functions	7
Modelling the relationships between EEG signals, movement kinematics and outcome in soccer kicking	7
A multi-modal brain–computer interface based on threshold discrimination and its application in wheelchair control	7
Setting the space for deliberation in decision-making	7
Effect of time windows in LSTM networks for EEG-based BCIs	7
A real-time constellation image classification method of wireless communication signals based on the lightweight network MobileViT	7
Total sleep deprivation impairs visual selective attention and triggers a compensatory effect: evidence from event-related potentials	7
On hyper-parameter selection for guaranteed convergence of RMSProp	7
Effects of magnetic fields on stochastic resonance in Hodgkin-Huxley neuronal network driven by Gaussian noise and non-Gaussian noise	7
Investigation of electroencephalography variations of mental workload in the exposure of the psychoacoustic in both male and female groups	7
Non-additive activity modulation during a decision making task involving tactic selection	7
Multiscale entropy of ADHD children during resting state condition	7
RETRACTED ARTICLE: Brain tumor identification and classification of MRI images using data augmented support vector machine	7
Isolation of subjectively reported sleepiness and objectively measured vigilance during sleep deprivation: a resting-state fMRI study	7
Energy dependence of synchronization mode transitions in the delay-coupled FitzHugh-Nagumo system driven by chaotic activity	7
Effects of double delays on bifurcation for a fractional-order neural network	7
The time-varying networks of the wrist extension in post-stroke hemiplegic patients	7
An ensemble approach for healthcare application and diagnosis using natural language processing	7
Memristive neural network circuit implementation of associative learning with overshadowing and blocking	7
Morphological analysis of subcortical structures for assessment of cognitive dysfunction in Parkinson’s disease using multi-atlas based segmentation	7
Chimera state in a feed-forward neuronal network	6
Shrinkage of olfactory amygdala connotes cognitive impairment in patients with Parkinson’s disease	6
Astrocytic modulation on neuronal electric mode selection induced by magnetic field effect	6
Large coefficient of variation of inter-spike intervals induced by noise current in the resonate-and-fire model neuron	6
Cross-subject aesthetic preference recognition of Chinese dance posture using EEG	6
Neurodegenerative diseases-Caps: a capsule network based early screening system for the classification of neurodegenerative diseases	6
Categorizing objects from MEG signals using EEGNet	6
Imperfect chimera and synchronization in a hybrid adaptive conductance based exponential integrate and fire neuron model	6
Design and implementation of intelligent patient in-house monitoring system based on efficient XGBoost-CNN approach	6
Autonomous learning of nonlocal stochastic neuron dynamics	6
3D Convolution neural network with multiscale spatial and temporal cues for motor imagery EEG classification	6
Artificial intelligence assisted tools for the detection of anxiety and depression leading to suicidal ideation in adolescents: a review	6
Dynamic networks of P300-related process	6
Synchronization in fractional-order neural networks by the energy balance strategy	6
Control of noise-induced coherent oscillations in three-neuron motifs	6
Culture and gender modulate dlPFC integration in the emotional brain: evidence from dynamic causal modeling	6
Preparatory delta phase response is correlated with naturalistic speech comprehension performance	6
Estimating brain effective connectivity from EEG signals of patients with autism disorder and healthy individuals by reducing volume conduction effect	6
Complex dynamics of hair bundle of auditory nervous system (I): spontaneous oscillations and two cases of steady states	6
Evolution of brain network dynamics in early Parkinson’s disease with mild cognitive impairment	5
Effects of exercise programs on neuroelectric dynamics in drug addiction	5
Identifying super-feminine, super-masculine and sex-defining connections in the human braingraph	5
Influence of inhibitory autapses on synchronization of inhibitory network gamma oscillations	5
Extraction of discriminative features from EEG signals of dyslexic children; before and after the treatment	5
Distinct brain oscillatory responses for the perception and identification of one’s own body from other’s body	5
Multiresolution directed transfer function approach for segment-wise seizure classification of epileptic EEG signal	5
A systematic approach to brain dynamics: cognitive evolution theory of consciousness	5
EEG based functional brain networks analysis in dyslexic children during arithmetic task	5
Alpha band modulation caused by selective attention to music enables EEG classification	5
Coefficient-of-variation-based channel selection with a new testing framework for MI-based BCI	5
The braingraph.org database with more than 1000 robust human connectomes in five resolutions	5
EEG–EMG coupling as a hybrid method for steering detection in car driving settings	5
The theoretical mechanism of Parkinson’s oscillation frequency bands: a computational model study	5

On effective cognitive state classification using novel feature extraction strategies	5
Effect of steady-state response versus excitatory/inhibitory balance on spiking synchronization in neural networks with log-normal synaptic weight distribution	5
An introduction to thermodynamic integration and application to dynamic causal models	5
Obstacle induced spiral waves in a multilayered Huber-Braun (HB) neuron model	5
Neurofeedback training for children with ADHD using individual beta rhythm	5
Assessing residual motor function in patients with disorders of consciousness by brain network properties of task-state EEG	5
Network mechanism for insect olfaction	4
Energy and synchronization between two neurons with nonlinear coupling	4
Prediction of response to repetitive transcranial magnetic stimulation for major depressive disorder using hybrid Convolutional recurrent neural networks and raw Electroencephalogram Signal	4
On disturbance rejection control of the epileptiform spikes	4
Facial expression recognition on partially occluded faces using component based ensemble stacked CNN	4
The neuronal and synaptic dynamics underlying post-inhibitory rebound burst related to major depressive disorder in the lateral habenula neuron model	4
Frontal-occipital phase synchronization predicts occipital alpha power in perceptual decision-making	4
Accelerating drug repurposing for COVID-19 treatment by modeling mechanisms of action using cell image features and machine learning	4
Abnormal intrinsic brain functional network dynamics in patients with cervical spondylotic myelopathy	4
Chimera states and cluster solutions in Hindmarsh-Rose neural networks with state resetting process	4
Synchronization and oscillation behaviors of excitatory and inhibitory populations with spike-timing-dependent plasticity	4
Gait classification for early detection and severity rating of Parkinson’s disease based on hybrid signal processing and machine learning methods	4
Assessment of impaired consciousness using EEG-based connectivity features and convolutional neural networks	4
Lemniscate of Bernoulli’s map quantifiers: innovative measures for EEG emotion recognition	4
Correction to: Review of brain encoding and decoding mechanisms for EEG-based brain–computer interface	4
Single-trial motor imagery electroencephalogram intention recognition by optimal discriminant hyperplane and interpretable discriminative rectangle mixture model	4
Aberrant dynamic functional connectivity features within default mode network in patients with autism spectrum disorder: evidence from dynamical conditional correlation	4
Stability and synchronization for complex-valued neural networks with stochastic parameters and mixed time delays	4
The architecture of functional brain network modulated by driving during adverse weather conditions	4
Research progress of neurodynamics in China	4
Topology identification and dynamical pattern recognition for Hindmarsh–Rose neuron model via deterministic learning	4
Transcranial alternating current stimulation ameliorates emotional attention through neural oscillations modulation	4
Classification of stages in cervical cancer MRI by customized CNN and transfer learning	4
Effect of adult-born immature granule cells on pattern separation in the hippocampal dentate gyrus	4
Performance prediction in a visuo-motor task: the contribution of EEG analysis	4
Single-trial neurodynamics reveal N400 and P600 coupling in language comprehension	3
Cognitive workload estimation using physiological measures: a review	3
Brain-inspired multisensory integration neural network for cross-modal recognition through spatiotemporal dynamics and deep learning	3
Propofol modulates neural dynamics of thalamo-cortical system associated with anesthetic levels in rats	3
Finite-time and fixed-time stabilization of multiple memristive neural networks with nonlinear coupling	3
Machine learning with multimodal neuroimaging data to classify stages of Alzheimer’s disease: a systematic review and meta-analysis	3
Improved dynamic functional connectivity estimation with an alternating hidden Markov model	3
$$H_{\infty }$$ state estimation of quaternion-valued inertial neural networks: non-reduced order method	3
A potential mechanism for Gibsonian resonance: behavioral entrainment emerges from local homeostasis in an unsupervised reservoir network	3
Decoding motor imagery with a simplified distributed dipoles model at source level	3
Complex spiking neural networks with synaptic time-delay based on anti-interference function	3
Cerebral tissue oximeter suitable for real-time regional oxygen saturation monitoring in multiple clinical settings	3
An evaluation of inter-brain EEG coupling methods in hyperscanning studies	3
Complexity decline of hippocampal CA1 circuit model due to cholinergic deficiency associated with Alzheimer’s disease	3
Coherence in event-related EEG oscillations in patients with Alzheimer’s disease dementia and amnestic mild cognitive impairment	3
Deep learning networks based decision fusion model of EEG and fNIRS for classification of cognitive tasks	3
Cross-module switching diversity of brain network nodes in resting and cognitive states	3
Generative models for sequential dynamics in active inference	3
Multiple-timescale dynamics, mixed mode oscillations and mixed affective states in a model of bipolar disorder	3
Attention allocation on mobile app interfaces when human interacts with them	3
Correction to: Improved dynamic functional connectivity estimation with an alternating hidden Markov model	3
RETRACTED ARTICLE: Designing a cognitive smart healthcare framework for seizure prediction using multimodal convolutional neural network	3
Seizure onset zone identification using phase-amplitude coupling and multiple machine learning approaches for interictal electrocorticogram	3
Coupling feature extraction method of resting state EEG Signals from amnestic mild cognitive impairment with type 2 diabetes mellitus based on weight permutation conditional mutual information	3
Decrease levels of bone morphogenetic protein 6 and noggin in chronic schizophrenia elderly	3
Channel attention convolutional aggregation network based on video-level features for EEG emotion recognition	3
Different eigenvalue distributions encode the same temporal tasks in recurrent neural networks	3
The time-locked neurodynamics of semantic processing in autism spectrum disorder: an EEG study	3
Sensorimotor rhythm neurofeedback training relieves anxiety in healthy people	3
Multi-information improves the performance of CCA-based SSVEP classification	3
How does the human brain process noisy speech in real life? Insights from the second-person neuroscience perspective	3
Memristive patch attention neural network for facial expression recognition and edge computing	2
Robust $$\mathcal {H}_{\infty }$$ control of uncertain time-delay Markovian jump quaternion-valued neural networks subject to partially known transition probabilities: direct quaternion method	2
Global finite-time stability of delayed quaternion-valued neural networks based on a class of extended Lyapunov–Razumikhin methods	2
Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals	2
An efficient memory reserving-and-fading strategy for vector quantization based 3D brain segmentation and tumor extraction using an unsupervised deep learning network	2
Electric field effects on neuronal input–output relationship by regulating NMDA spikes	2
Sex differences of signal complexity at resting-state functional magnetic resonance imaging and their associations with the estrogen-signaling pathway in the brain	2
Multilevel and multifaceted brain response features in spiking, ERP and ERD: experimental observation and simultaneous generation in a neuronal network model with excitation–inhibition balance	2
Inter-areal transmission of multiple neural signals through frequency-division-multiplexing communication	2
Classification of bipolar disorders using the multilayer modularity in dynamic minimum spanning tree from resting state fMRI	2
Enhanced brain network flexibility by physical exercise in female methamphetamine users	2
The co-activation patterns of multiple brain regions in Juvenile Myoclonic Epilepsy	2
Multiscale information interaction at local frequency band in functional corticomuscular coupling	2
Robust working memory in a two-dimensional continuous attractor network	2
EEG decoding for effects of visual joint attention training on ASD patients with interpretable and lightweight convolutional neural network	2
Effect of conscious conflict on the subliminal perception of table tennis players: from the electrophysiological evidence of ERP	2
Dynamics and synchronization control of fractional conformable neuron system	2
Multimodal and hemispheric graph-theoretical brain network predictors of learning efficacy for frontal alpha asymmetry neurofeedback	2
The adjustment mechanism of the spike and wave discharges in thalamic neurons: a simulation analysis	2
Readiness potential reflects the intention of sit-to-stand movement	2
Frequency-dependent effective connections between local signals and the global brain signal during resting-state	2
Classification of coma/brain-death EEG dataset based on one-dimensional convolutional neural network	2
Effect of internal and external chaotic stimuli on synchronization of piezoelectric auditory neurons in coupled time-delay systems	2
Frequency-domain analysis of membrane polarization in two-compartment model neurons with weak alternating electric fields	2
Spectral analysis and Bi-LSTM deep network-based approach in detection of mild cognitive impairment from electroencephalography signals	2
Brain fingerprinting field study on major, terrorist crimes supports the brain fingerprinting scientific standards hypothesis: classification concealed information test with P300 and P300-MERMER succe	2
Electrophysiological signatures of dedifferentiation differ between fit and less fit older adults	2
Modeling the grid cell activity based on cognitive space transformation	2
Myocardial infarction detection using ITD, DWT and deterministic learning based on ECG signals	2
Can ambient odors influence the recognition of emotional words? A behavioral and event-related potentials study	2
A biophysical model for dopamine modulating working memory through reward system in obsessive–compulsive disorder	2
Diagnosis of neurodegenerative diseases with a refined Lempel–Ziv complexity	2
A model description of beta oscillations in the external globus pallidus	2