Cognitive Neurodynamics

Article	Citations
An fMRI study on how decisions are influenced by affective evaluations from different social hierarchical positions	138
A multilayer deep neural network framework for hemodynamic assessment of cognitive load management during problem-solving tasks	129
Domain generalized feature embedded learning for calibration-free event-related potentials recognition	83
The COMT gene modulates the relationship between bilingual adaptation in executive function and decision-making: an EEG study	80
Spatial-temporal representation of cortical neural activity evoked by acupuncture stimulation	71
Origin of non-zero overlap in Hopfield neural networks beyond storage capacity	61
Non-decomposition method for event-triggered finite-time synchronization control of complex-valued memristive neural networks	59
Towards a single parameter for the assessment of EEG oscillations	53
An effective encryption approach using a combination of a non-chain ring and a four-dimensional chaotic map	51
Applications and interrelationships of brain function detection, brain–computer interfaces, and brain stimulation: a comprehensive review	49
Propofol modulates neural dynamics of thalamo-cortical system associated with anesthetic levels in rats	49
Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals	44
Multilevel Inter-modal and Intra-modal Transformer network with domain adversarial learning for multimodal sleep staging	43
Dynamics and synchronization control of fractional conformable neuron system	41
Classification for Alzheimer's disease and frontotemporal dementia via resting-state electroencephalography-based coherence and convolutional neural network	39
A user-friendly BCI encoding by high frequency single-frequency-SDMA SSaVEF using MEG	38
Leveraging Swin Transformer for advanced sentiment analysis: a new paradigm	37
Multimodal biometric authentication systems: exploring EEG and signature	35
Musical tension is affected by metrical structure dynamically and hierarchically	35
Chaos analysis of nonlinear variable order fractional hyperchaotic Chen system utilizing radial basis function neural network	34
Study of disorders in regulatory spatiotemporal neurodynamics of calcium and nitric oxide	34
Machine to brain: facial expression recognition using brain machine generative adversarial networks	33
Computational study of associations between the synaptic conductance of STN and GPe and the development of Parkinson’s disease	33
DRF-DRC: dynamic receptive field and dense residual connections for model compression	32
Irreversibility of recursive Heaviside memory functions: a distributional perspective on structural cognition	31

Neurobiological effects of exercise intervention for premenstrual syndrome	30
Seizure onset zone identification using phase-amplitude coupling and multiple machine learning approaches for interictal electrocorticogram	30
A novel paradigm for observational learning in rats	30
SC-SDT: a framework with spectral convolution and spatial differential transformer for EEG-based emotion recognition	29
Mctsleepnet: a multiscale waveform and composite attention network with temporal dependency learning for robust EEG-based sleep staging	29
RETRACTED ARTICLE: Edge intelligence-based public health influenza pandemic risk prediction	29
Spectral resonance in Fitzhugh–Nagumo neuron system: relation with stochastic resonance and its role in EMG signal characterization	29
EEG microstate biomarkers for schizophrenia: a novel approach using deep neural networks	28
Electroencephalogram criticality in cognitive impairment: a monitoring biomarker?	27
Emergence of functionally differentiated structures via mutual information minimization in recurrent neural networks	27
Cerebral tissue oximeter suitable for real-time regional oxygen saturation monitoring in multiple clinical settings	27
Uncertainty-aware human–machine collaboration in Camouflaged Object Detection	24
Random fluctuations and synaptic plasticity enhance working memory activities in the neuron–astrocyte network	24
Unraveling the dynamics of a flux coupled Chialvo neurons and the existence of extreme events	24
R-CNN-TPOT: a new hybrid machine learning network for brain age prediction using EEG signal	23
Dynamic estimation of probability density using quantum neural network based on simple harmonic oscillator perturbed by an electric field	23
Attenuated heterogeneity of hippocampal neuron subsets in response to novelty induced by amyloid-β	22
The role of beta band phase resetting in audio-visual temporal order judgment	22
Reducing calibration efforts of SSVEP-BCIs by shallow fine-tuning-based transfer learning	21
Responses of fast-spiking basket cells to theta-modulated oscillatory synaptic input	21
Neurodynamic evidence reveals identity top-down influences emotional contagion of race	20
Investigating the impact of hearing loss on attentional networks among older individuals: an event-related potential study	19
Multi-branch Domain Adversarial Neural Network with dynamic weight allocation for multi-source EEG classification	19
Neurofusionnet: a comprehensive framework for accurate epileptic seizure prediction from EEG data with hybrid meta-heuristic optimization algorithm	18
Mechanisms of taVNS-induced working memory enhancement: a multimodal fNIRS–HRV–MEP study	18
Shap-driven explainable AI with simulated annealing for optimized seizure detection using multichannel EEG signal	18
Classification of consciousness disorders based on graph convolution and attention mechanism	18
Graph theoretical brain connectivity measures to investigate neural correlates of music rhythms associated with fear and anger	18
Short-term and long-term test-retest reliability of memory, complexity, and randomness of EEG microstates sequence	17
Solving general convex quadratic multi-objective optimization problems via a projection neurodynamic model	17
Monitoring nap deprivation-induced fatigue using fNIRS and deep learning	16
Respiratory modulation of beta corticomuscular coherence in isometric hand movements	16
Involvement of prelimbic cortex neurons and related circuits in the acquisition of a cooperative learning by pairs of rats	16
Stability and synchronization for complex-valued neural networks with stochastic parameters and mixed time delays	16
Three-dimensional memristive Morris–Lecar model with magnetic induction effects and its FPGA implementation	16
A neuro-inspired visual SLAM approach using AKAZE feature extraction in complex and dynamic environments	16
Linear mixed-effect models for correlated response to process electroencephalogram recordings	16
Cross-subject aesthetic preference recognition of Chinese dance posture using EEG	16
Stability of synchronization manifolds and its nonlinear behaviour in memristive coupled discrete neuron model	15
A multimodal deep learning framework for functional brain network classification in rs-fMRI	15
Discrimination between focal epilepsy and generalized epilepsy based on the spatial patterns of EEG network	15
Break-up and recovery of harmony between direct and indirect pathways in the basal ganglia: Huntington’s disease and treatment	15
Multistability analysis of state-dependent switching CVNNs with discontinuous nonmonotonic piecewise linear activation function and its application in associative memory	15
Cross-module switching diversity of brain network nodes in resting and cognitive states	15
Dynamics of structured complex-valued Hopfield neural networks	14
Affective EEG-based cross-session person identification using hierarchical graph embedding	14
Imperfect chimera and synchronization in a hybrid adaptive conductance based exponential integrate and fire neuron model	14
Trading time for space: a new approach to investigate the EEG neural mechanisms of fine motor brain based on ICA-optimized traceability network analysis	14
Resting-state EEG gamma power predicts immediate and delayed recall in healthy adults	14
The length and the width of the human brain circuit connections are strongly correlated	14

Cortex level connectivity between ACT-R modules during EEG-based n-back task	13
A dual-branch neural network and attention mechanism for decoding EEG-based motor imagery	13
Investigation of frequency components embedded in EEG recordings underlying neuronal mechanism of cognitive control and attentional functions	13
A spatial transformation-based CAN model for information integration within grid cell modules	13
Task demand modulates the effects of reward learning on emotional stimuli	13
Visual surround suppression at the neural and perceptual levels	13
Predicting the temporal-dynamic trajectories of cortical neuronal responses in non-human primates based on deep spiking neural network	13
Unraveling the functional complexity of the locus coeruleus-norepinephrine system: insights from molecular anatomy to neurodynamic modeling	13
Striatum is the potential target for treating absence epilepsy: a theoretical evidence	12
Aberrant temporal correlations of ongoing oscillations in disorders of consciousness on multiple time scales	12
A brain-constrained neural model of cognition and language with NEST: transitioning from the Felix framework	12
DeBERTa-BiLSTM: a multi-label classification model for depression emotions	12
Controlling Alzheimer’s disease by deep brain stimulation based on a data-driven cortical network model	12
Multistability and synchronization of fractional-order memristor-coupled tabu learning neurons model	12
Does learning a second or third language affect the adaptation of cognitive control in multilinguals? A longitudinal fMRI study	12
Executive function elevated by long term high-intensity physical activity and the regulation role of beta-band activity in human frontal region	12
Implementation of memristive emotion associative learning circuit	12
Controllability in attention deficit hyperactivity disorder brains	12
Exploring recurrence quantification analysis and fractal dimension algorithms for diagnosis of encephalopathy	12
Visual statistical learning based on a coupled shape-position recurrent neural network model	11
EEG decoding for effects of visual joint attention training on ASD patients with interpretable and lightweight convolutional neural network	11
Assessment of impaired consciousness using EEG-based connectivity features and convolutional neural networks	11
The neuronal and synaptic dynamics underlying post-inhibitory rebound burst related to major depressive disorder in the lateral habenula neuron model	11
SST-CRAM: spatial-spectral-temporal based convolutional recurrent neural network with lightweight attention mechanism for EEG emotion recognition	11
DMPat-based SOXFE: investigations of the violence detection using EEG signals	11
Memristive leaky integrate-and-fire neuron and learnable straight-through estimator in spiking neural networks	11
A real-time constellation image classification method of wireless communication signals based on the lightweight network MobileViT	11
AI-driven early diagnosis of specific mental disorders: a comprehensive study	11
Dynamic analysis of multi-spiral chaotic inertia model with a cyclic configuration involving four homogeneous HNN cells: stability analysis, analog and digital verifications	11
Memristive neural network circuit implementation of associative learning with overshadowing and blocking	10
Time–frequency–space transformer EEG decoding for spinal cord injury	10
Exploration of interictal to ictal transition in epileptic seizures using a neural mass model	10
Do all roads lead to Rome? The challenges of building brain-like machines	10
Self-repair mechanisms of spiking neuron–astrocyte networks in working memory under diverse injury conditions	10
Redefining spiking neural networks through the lens of dynamical superspace	10
Functional connectivity of EEG motor rhythms after spinal cord injury	10
Multiscale entropy of ADHD children during resting state condition	10
Graph-based feature learning methods for subject-dependent and subject-independent motor imagery EEG decoding	9
Robust $$\mathcal {H}_{\infty }$$ control of uncertain time-delay Markovian jump quaternion-valued neural networks subject to partially known transition probabilities: direct quaternion method	9
Acute and chronic effects of exercise intensity on cognitive functions of fastball athletes	9
Dynamic brain connectivity: linking inter-group difference and individual susceptibility changes in visually induced motion sickness susceptibility	9
Clearance mechanisms of the glymphatic/lymphatic system in the brain: new therapeutic perspectives for cognitive impairment	9
Brain state and dynamic transition patterns of motor imagery revealed by the bayes hidden markov model	9
Multiscale information interaction at local frequency band in functional corticomuscular coupling	9
Design of intelligent neuro-supervised deep learning networks to analyze brain electrical activity rhythms of Parkinson’s disease model	9
Effects of high-order interactions on synchronization of a fractional-order neural system	9
Redefining cognitive neurodynamics through transdisciplinary innovation	9
Multiple-source distribution deep adaptive feature norm network for EEG emotion recognition	9
Mechanisms underlying EEG power changes during wakefulness in insomnia patients: a model-driven study	9
Distance-dependent connectivity in the brain facilitates high dynamical and structural complexity	9
Synchronization and oscillation behaviors of excitatory and inhibitory populations with spike-timing-dependent plasticity	9
A model description of beta oscillations in the external globus pallidus	9
The role of extracellular glutamate homeostasis dysregulated by astrocyte in epileptic discharges: a model evidence	9
SFT-HN: a novel spatial-frequency-temporal hybrid network for EEG-based emotion recognition	9
A neurorobotics approach to behaviour selection based on human activity recognition	9
Diagnosis of neurodegenerative diseases with a refined Lempel–Ziv complexity	8
Automated characterization and detection of fibromyalgia using slow wave sleep EEG signals with glucose pattern and D’hondt pooling technique	8
Linear and nonlinear analysis of multimodal physiological data for affective arousal recognition	8
Tremor estimation and filtering in robotic-assisted surgery	8
Effectual seizure detection using MBBF-GPSO with CNN network	8
Multiple generalized stability of nonlinear delayed systems subject to impulsive disturbance	8
The influence of hyperpolarization-activated cation current on conduction delay and failure of action potentials along axon related to abnormal functions	8
Quantifying harmony between direct and indirect pathways in the basal ganglia: healthy and Parkinsonian states	8
The dynamic impact of adult neurogenesis on pattern separation within the dentate gyrus neural network	8
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	8
Enhanced brain network flexibility by physical exercise in female methamphetamine users	8
Alternating chimera states and synchronization in multilayer neuronal networks with ephaptic intralayer coupling	8
Nonlinear dynamical modeling of neural activity using volterra series with GA-enhanced particle swarm optimization algorithm	8
Correction to: Optimized adaptive neuro-fuzzy inference system based on hybrid grey wolf-bat algorithm for schizophrenia recognition from EEG signals	8
Dynamic functional connectivity correlates of mental workload	8
People see what they want to see: an EEG study	8
The dynamical behavior effects of different numbers of discrete memristive synaptic coupled neurons	8
Sg-snn: a self-organizing spiking neural network based on temporal information	8
Enhancement of the neural response during 40 Hz auditory entrainment in closed-eye state in human prefrontal region	8
Dynamic prediction of nonlinear waveform transitions in a thalamo-cortical neural network under a square sensory control	7
Uncommon and common roles of inhibitory interneuron and autapse and their cooperations to induce or eliminate epileptiform firing of pyramidal neuron	7
Data-driven natural computational psychophysiology in class	7
An effective classification approach for EEG-based motor imagery tasks combined with attention mechanisms	7
Towards a transparent and interpretable AI model for medical image classifications	7
A memristor-based circuit design of avoidance learning with time delay and its application	7

Application of neurodynamics theory in the study of neural circuits in major depressive disorder: a review on neural energy approaches	7
Electroencephalographic oscillations of alpha and beta rhythms during phrase-guessing procedure	7
Robust decoding for MI-EEG: a hybrid transformer network using multi-perspective collaborative attention and dynamic hyperbolic tangent	7
Effect of adult-born immature granule cells on pattern separation in the hippocampal dentate gyrus	7
Energy dependence of synchronization mode transitions in the delay-coupled FitzHugh-Nagumo system driven by chaotic activity	7
Category representation in primary visual cortex after visual perceptual learning	7
Primate brain pattern-based automated Alzheimer's disease detection model using EEG signals	7
Cross-modal alignment and fusion of EEG-visual based on mixed attention mechanism for emotion recognition	7
The mechanism of a 16-Week Baduanjin intervention in altering neural inhibition responses to food cues in healthy adults - an ERP study	7
Resting state EEG delta-beta amplitude-amplitude coupling: a neural predictor of cortisol response under stress	7
Decisional brain of lawyers at the workplace. A neurolaw pilot study	7
Linear modeling of brain activity during selective attention to continuous speech: the critical role of the N1 effect in event-related potentials to acoustic edges	7
A computational network dynamical modeling for abnormal oscillation and deep brain stimulation control of obsessive–compulsive disorder	7
Sonification of electronic dynamical systems: Spectral characteristics and sound evaluation using EEG features	7
A memristive synaptic circuit and optimization algorithm for synaptic control	7
Dynamics and energy encoding of a star-like neuron network composed of the Wang-Zhang model induced by compressing a sphere into a fingertip	7
Neurophysiological and other features of working memory in older adults at risk for dementia	7
Dynamic modeling of astrocyte-neuron interactions under the influence of Aβ deposition	7
Research on hippocampal positioning and navigation model based on energy fields	6
Speed is associated with polarization during subjective evaluation: no tradeoff, but an effect of the ease of processing	6
Temporal spectral evolution of pre-stimulus brain activity in visual and visuomotor tasks	6
Memristive competitive hopfield neural network for image segmentation application	6
Cross-subject mental workload recognition using bi-classifier domain adversarial learning	6
Complexity and non-predictability in neurodynamic: gender-specific EEG dynamics uncovered via hidden markov models	6
Deep-learning-optimized microstate network analysis for early Parkinson’s disease with mild cognitive impairment	6
Perceptual information processing in table tennis players: based on top-down hierarchical predictive coding	6
Innovative augmentation techniques and optimized ANN model for imagined speech decoding in EEG-based BCI	6
EEG-based classification of Alzheimer’s disease and frontotemporal dementia: a comprehensive analysis of discriminative features	6
A Basal Ganglia model for understanding working memory functions in healthy and Parkinson’s conditions	6
Computational modeling of attractor-based neural processes involved in the preparation of voluntary actions	6
The design and implementation of multi-character classification scheme based on EEG signals of visual imagery	6
Rehabilitative game-based system for enhancing physical and cognitive abilities of neurological disorders	6
Stability analysis of fractional order memristor synapse-coupled hopfield neural network with ring structure	6
Discrete memristive spiking neural networks: investigating information flow, synchronization, and emergent intelligence	6
EEGNet classification of sleep EEG for individual specialization based on data augmentation	6
Incorporating memristive autapse in spatio-temporal attention SNN for neuromorphic speech recognition	6
Altered effective connectivity of the default mode network in juvenile myoclonic epilepsy	6
C2DGCN: cross-connected distributive learning-enabled graph convolutional network for human emotion recognition using electroencephalography signal	6
Stochastic neural dynamic modeling and analysis under environmental noise for exploring the production of K-complexes	6
Coherence resonance, parameter estimation and self-regulation in a thermalsensitive neuron	6
Computational framework of neuronal-astrocytic network within the basal ganglia-thalamic circuits associated with Parkinson’s disease	6
A MBPAF-memristive Hopfield neural network and its application in image encryption	6
Effects of dendritic properties on the correlations in ionic channels emerging from firing rate homeostasis: a two-compartment modeling study	6
Oscillatory biomarkers of autism: evidence from the innate visual fear evoking paradigm	6
EEG-based emotion recognition using a temporal-difference minimizing neural network	6
Vocal tasks-based EEG and speech signal analysis in children with neurodevelopmental disorders: a multimodal investigation	6
Total sleep deprivation impairs visual selective attention and triggers a compensatory effect: evidence from event-related potentials	6
Partial face visibility and facial cognition: event-related potential and eye tracking investigation	6
Regulation of dentate gyrus pattern separation by hilus ectopic granule cells	6
Dynamic central-peripheral balance in brain-muscle interactions reveals motor impairment in post-stroke hemiplegia: an exploratory study	6
Rosmarinic acid mitigates age-related loss of EEG complexity in temporal cortex: a recurrence quantification analysis	5
A novel noninvasive brain–computer interface by imagining isometric force levels	5
A new BCI paradigm based on biological brain – digital twin brain dialogue	5
Research progress of epileptic seizure prediction methods based on EEG	5
Topographic differences in EEG microstates: distinguishing juvenile myoclonic epilepsy from frontal lobe epilepsy	5
Modeling spectral EEG interactions using graph-structured variational representation learning	5
Dynamic task-related prefrontal functional networks evolved in Stroop Color-Word tasks measured by fNIRS	5
Memristor-coupled dual-neuron mapping model: initials-induced coexisting firing patterns and synchronization activities	5
Visual image reconstructed without semantics from human brain activity using linear image decoders and nonlinear noise suppression	5
The LightGBM-based classification algorithm for Chinese characters speech imagery BCI system	5
Alternative muscle synergy patterns of upper limb amputees	5
A novel adaptive lightweight multimodal efficient feature inference network ALME-FIN for EEG emotion recognition	5
Correction to: Bacomics: a comprehensive cross area originating in the studies of various brain–apparatus conversations	5
Extended nonnegative matrix factorization for dynamic functional connectivity analysis of fMRI data	5
Kinetic parameters sensitive to cognitive activity during walking for diagnosis of Parkinson’s disease	5
EA–EEG: a novel model for efficient motor imagery EEG classification with whitening and multi-scale feature integration	5
Formation of cognitive maps in large-scale environments by sensorimotor integration	5
Effect of time windows in LSTM networks for EEG-based BCIs	5
An evaluation of inter-brain EEG coupling methods in hyperscanning studies	5
Dynamics study of double-column model and its application in epilepsy EEG	5
Convolutional autoencoder-based deep learning for intracerebral hemorrhage classification using brain CT images	5
Autism spectrum disorder recognition based on multi-view ensemble learning with multi-site fMRI	5
Alterations of synaptic plasticity and brain oscillation are associated with autophagy induced synaptic pruning during adolescence	5
Dynamic analysis of FN–HR neural network coupled of bistable memristor and encryption application based on Fibonacci Q-Matrix	5
Multi-level cognitive state classification of learners using complex brain networks and interpretable machine learning	5
Invariants for neural automata	5
Self-selected versus imposed running intensity and the acute effects on mood, cognition, and (a)periodic brain activity	5
Correction to: Improved dynamic functional connectivity estimation with an alternating hidden Markov model	5
Dynamic brain functional states associated with inhibition control under different altitudes	5
Fast-slow dynamics in a memristive ion channel-based bionic circuit	5
Prediction of response to repetitive transcranial magnetic stimulation for major depressive disorder using hybrid Convolutional recurrent neural networks and raw Electroencephalogram Signal	5
Hamilton energy balance and synchronization behaviors of two functional neurons	5
CAGCNet: generalized contrastive learning for person identification based on channel aggregated EEG features	5
Alpha band modulation caused by selective attention to music enables EEG classification	5
Control analysis of deep brain stimulation and optogenetics for Alzheimer’s disease under the computational cortex model	5
Reconstruction and application of multilayer brain network for juvenile myoclonic epilepsy based on link prediction	5
A dual-state generic memristor–neuron coupled system for pain modulation and chaotic dynamics research	5
SH-StNN: prognostication of Alzheimer’s disease based on search and hunt-based stacked deep convolutional neural network	5
Study of sequential emotional dynamics: a LSDVG approach with reduced electrode configuration	5
Temporal-spatial deciphering mental subtraction in the human brain	5
A systematic review of physiological signals based driver drowsiness detection systems	5
Ethical risks and considerations of the integration of Brain-Computer Interfaces with Artificial Intelligence	5
Recognition of autism spectrum disorder in children based on electroencephalogram network topology	5
Conditional probabilistic-based domain adaptation for cross-subject EEG-based emotion recognition	5
A delayed matching task-based study on action sequence of motor imagery	5