assistive device control, deep learning, facial emg, neural networks, hyperparameters main article content irfan wahyu ramadhan department of electrical engineering, islamic university of indonesia, yogyakarta 55584, indonesia sisdarmanto adinandra department of electrical engineering, islamic university of indonesia, yogyakarta 55584, indonesia abstract facial electromyography (emg) signals offer a promising modality for intuitive human-machine interfaces (hmis)

learning-style detection, eeg features, cusum, feature extraction, felder–silverman learning-style main article content rifkie primartha department of electrical and information engineering, universitas gadjah mada, yogyakarta 55281, indonesia; department of informatics, universitas sriwijaya, palembang 30662, indonesia teguh bharata adji department of electrical and information engineering, universitas gadjah mada, yogyakarta 55281, indonesia noor akhmad setiawan department of electrical and information engineering, universitas gadjah mada, yogyakarta 55281, indonesia abstract recognizing the varying learning styles of students is vital to creating customized educational approaches and maximizing academic success

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applications | dielectric properties | mechanical properties | sensors and actuators | thermogravimetric analysis (TGA)

brain computer interface, Brain computer interface (BCI), Electroencephalogram (EEG), Motor imagery (MI), Real time gaze tracking, Unity

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eeg, hand motor imagery, robotic glove, upper-limb rehabilitation, action observation abstract improving motor imagery (mi) results in amplified event-related desynchronization/synchoronization (erd/ers), which is crucial for mi-based brain-computer interface (bcis) and neuromotor rehabilitation

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heart rate variability, electrocardiogram, electroencephalogram, interoception introduction pain poses a substantial burden to patients and elicits distinct physiological changes, including alterations in cortical activity and autonomic nervous system regulation

sleep, excitability, subthreshold membrane potentials, synaptic mechanisms, synaptic plasticityin vivo patch clamp recording

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EEG; electroencephalography; image reconstruction; generative AI; 3D printing

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brain-computer interface, functional electrical stimulation, neurorehabilitation, robotic devices, stroke, transcranial alternating current stimulation

Metaverse;Sensors;Surveys;Robot sensing systems;Avatars;Temperature sensors;Tutorials;Metaverse;brain-computer interface;human digital twin;non-invasive BCI;computer vision;AI;IoT;sensors;VR;machine learning

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Motor imagery, Morphology pattern spectrum, Phase-amplitude coupling, Granger causality, Generative adversarial network

eeg technology, stress response, brainwave alterations, real-time monitoring system abstract mental well-being plays a crucial aspect in human life alongside physical health

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SCI; EEG; BCI; rehabilitation systems; manifold learning

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electroencephalogram (eeg) signals, brain activity, identified information, unidentified information abstract conventional lie detectors have often been questioned for their accuracy and reliability, which can lead to wrongful accusations

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Stroke, Neurorehabilitation, Brain-Computer Interface, Transcranial Alternating Current Stimulation, Functional Electrical Stimulation, Robotic Devices

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human performance safety-critical systems electroencephalography machine learning cognitive assessment acknowledgments we extend our sincere gratitude to our dedicated participants of eeg experiments whose invaluable contributions and commitment were integral to the success of this study

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Envelope following response, Time-varying system, Transfer function, Dominant spectral response, Cross-spectral density, EEG

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Spatial cognitive training, Virtual reality, Task-state EEG signals, Power spectral density permutation conditional mutual information

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tracheal sounds, respiratory rate, smartphone

self-driving, technology acceptance, EEG, eye-tracking, wearable sensors, multiscale analysis

Virtual reality, Smell, Haptics, Haptic glove, Force feedback, Quality of experience, Immersive media experience

Brain-Computer Interfaces (BCIs), Motor Imagery (MI), EEG Signal Processing, Geometric Deep Learning, Symmetric Positive Definite (SPD) Manifold

Brain-computer interface, deep learning, electroencephalogram, motor imagery.

Brain computer interface, Common spatial pattern, Electroencephalography, Motor imagery, Session to session learning

Brainwave images, Long short-term memory (LSTM), Convolutional neural networks (CNN), Electroencephalogram (EEG), Exam performance, Power spectral density (PSD), Stress

Human-centered computing, Human computer interaction (HCI), Interaction paradigms, Virtual reality

Electromyography, Machine learning, Armband, Stroke rehabilitation

external urethral sphincter; striated muscle; optogenetics; micturition; continence

Electroencephalography (EEG), Brain Signal, Neuromarketing, Packaging, Power Spectral Density (PSD)

Cognitive Process, EEG, Emotion Recognition, Fisher Ratio, Gamma Subband, Gender-based, Hjorth Parameter

Brain–computer interface, Electroencephalography, Motor task, Motor imagery task, OpenBCI, Experimental methodology

brain activity; EEG; e-textile; hook fabric; dry electrode; textrode

Motor imagery, brain-computer interface, neurofeedback, event-related desynchronization, event-related synchronization, electroencephalography

Brain computer ?nterfaces (BCIs), Electroencephalography (EEG), Video games, Motor ?magery, Machine learning (ML)

working memory load; electroencephalogram; time frequency analysis; ensemble empirical mode decomposition; deep neural network

Brain-Computer Interfaces, Motor Tasks Decoding, Extreme Learning Machine (ELM), Control of rehabilitation devices, Lower-limb rehabilitation

anti-freezing, high conductivity, long-water retention, organohydrogels, PEDOT:PSS

safety, productivity, cognitive performance, data analysis, EEG, electroencephalogram, mining industry

EEG, lie detector, familiar unfamiliar, machine learning, Power Spectral Density

Microelectrode array, Implantable device, Local field potentials, Silicon-based probe, Epileptiform discharges

EMG, ECG, EEG, emotion Detection, Machine learning, Signal processing

Human Computer Interaction (HCI), Tongue-Teeth Typing, Wearable Devices, Brain-Muscles Sensing, Skin Deformation Sensing

Brain-Computer Interface; Computer-Aided Design; Visual Programming; Computational Design; EEG

Neuromarketing Emotions Advertisement TV commercials Electroencephalograph (EEG)

Thought-to-Text Converter, Convolutional Neural Networks, Recurrent Neural Networks, Electroencephalography Signals, BCI

Intelligent Wheelchair, Brain-Computer Interface, NeuroSky Mindwave Mobile 2

Assistive technology, eye tracking, facial expression, brain-Computer Interfaces, EEG speller, P300, SSVEP, Human-Computer Interaction, amyotrophic lateral sclerosis

Electroencephalogram, Brain waves, Sound pitch, Electrical activity

bimodal sensing, breathability, electronic skin, self-adhesion, self-protection

Adaptive Filter, Eye Blink Extraction, EMD, Energy Thresholding, Univariate Processing

Brain–Computer Interface (BCI); Brain–Machine Interface (BMI); unmanned vehicle; unmanned aerial vehicle (UAV); smart city

synchronization, crossplot, ordinal pattern transition network, transition entropy

body ownership; rubber hand illusion (RHI); event-related desynchronization (ERD); mu-rhythm; electroencephalography (EEG); hand movement; embodiment

Design cognition, Design methods, Neurocognition, Prototyping, Human behaviour in design

paraplegia; electrical stimulation; brain–computer interface

Computing methodologies, Machine learning, Cross-validation, Human-centered computing, Human computer interaction (HCI), HCI design and evaluation methods, User models, User studies

Electroencephalography, EEG, EEG sensors, brain-computer interfaces, BCIs, 3D printing, data analysis, machine learning, deep learning, transfer learning, robotics

EMG, silent speech, variational mode decomposition, deep learning, body movement

EEG, Spatial Cognition TrainingandEvaluation System, Virtual Reality Head-mounted Display

Brain-computer interface; Hybrid BCI; Electroencephalogram; Event-related potentials; Auditory stimulation; Speech Imagination; Assistive technology.

EEG time-frequency domain, electroencephalogram, home plasticity training, MAV, PSD, STD, Stroke rehabilitation monitoring

flexible microelectrode array, peripheral electrical stimulation, induced epileptic activities, antiepileptic drug, electrocorticography signals

Computational Creativity · Interactive storytelling · Emotion recognition · Affective computing · Artificial Intelligence

Electroencephalography (EEG), Brain-Computer Interfaces (BCIs), Machine learning, Consumer-grade EEG devices, Mechatronic systems, Big Multimodal Social Data (BMSD)

Electroencephalogram (EEG); Power Spectrum Analysis; Alpha:Beta Power Ratio; Eyes-Closed Test

Electroencephalography (EEG), gait intention, gait prediction, Brain-Computer Interaction (BCI), Oculus VR

Electroencephalography, Wearable sensors, Signal detection, Signal processing, Machine learning

concealed EEG; cEEGrids; Auditory ERP; timing test; Smarting Mobi; OpenBCI

EEG, neural network, machine learning, epilepsy diagnosis, EMI

Machine learning, Virtual Reality, Distraction, EEG, Eye-tracking, Education, Computing methodologies—Computer graphics—Graphics systems and interfaces—Virtual reality, Computing methodologies—Machine Learning

Machine Learning (ML), Electroenceplogram (EEG), Automation, Brain computer interface (BCI), Random Forest algorithm

Transformer encoder classification (TEC), Optical hand tracking, Surface electromyography (sEMG), 3D hand gesture prediction

brain-computer interface, motor-impaired, wheelchair, ensemble-subspace KNN

Avatar, Brain-Computer Interface, Hardware Architecture, Spark, TensorFlow

Current Impact Synchronous Modal Analysis (ISMA), Brain Computer Interface (BCI), wireless Electroencephalogram (EEG)

Heart-on-chip, Cardiac tissue engineering, In situ monitoring, Hydrogel pillar electrodes, Electrical stimulation

Human-centered computing, Collaborative and social computing, Collaborative and social computing systems and tools, Open source software, Applied computing, Computers in other domain, Personal computers and PC applications, Computer games

brain computer interfaces; OpenBCI; EEG; drivers; distributed systems; neurophysiological

Self-driving technology, Technology acceptance, Real-time electroencephalography (EEG), Eye-tracking, Unified Theory of Acceptance and Use of Technology (UTAUT)

Electrical and electronic engineering, Electronic devices, Gels and hydrogels, Materials for devices

Neutral-face stimuli; Non-face stimuli; Hybrid SSVEP+P300 BCI; Visual stimulus characteristics

Atherosclerosis; electrocardiogram; high-fat diet; hyperlipidemia; WIM ECG; rats

cognitive training; working memory; neurofeedback training; monetary reward; alpha suppression

EEG; wearable; remote monitoring; signal quality; epilepsy

Electrodes, Deep learning, Forehead, Software algorithms, Brain modeling, Electroencephalography, Data models

EEG signal; PLC communication; disabled people

brainwaves, electroencephalogram, EEGbrain-computer interface, BCI, biometrics, authentication, machine learning, coherence, feature extraction

Brain-computer interface (BCI), Motor imagery, OpenBCI, Matlab, Real-time

EEG, cognitive-affective model, Random Forest, bandpower

Brain-computer interface (BCI)Decoding finger movementsMotor imagery (MI)Non-invasive EEGRobotics

Human-centered computing—Human computerinteraction (HCI)—Interaction paradigms—Mixed / augmented real-ity

wrist rehabilitation; smart glove; twisted and coiled artificial muscles; wearable robots; human-assistive device; bio-inspired; powered orthosis; soft exoskeleton

Cerebral blood flow Continuous monitoring Electrocardiography Electroencephalography Quantitative electroencephalography Stroke

low-cost; electronic instrumentation; biomedical engineering; electromyography; electrocardiography; electroencephalography

impedance, electrodes, signal-to-noise ratio, material science

Nasal Breathing pathway, Oral, Emotion, Music, EEG

ECG (electrocardiogram), health monitoring, knitting, textile electrodes, wearables

Based brain computer interface, Brain activity, Electroencephalogram activity, emotional state, University Students

brain–computer interface systems; electroencephalographic signals; vector of cyclic rhythmically connected random processes; compatible statistical analysis

ECG, Single-arm electrocardiography, Heart-rate variability, Graphene textile, Electrocardiogram, Wearable electronics, Biopotential monitoring, Conductive nanomaterials, EHealth, E-textiles, Internet of things (IoT), Long-term monitoring, Personalized healthcare, Reduced graphene oxide (rGO), Smart garments, Vital signs

Cognitive processes, Brain-computer interfaces, Biology, Recording, Noise measurement, Task analysis, Computational intelligence

tDCS (transcranial direct current stimulations), EEG, ERD (event related desynchronization), CSP (common spatial pattern), MIP (motor imagery period), RP (rest period), LDA (linear discriminant analysis)

EMG Data classification, EMG Machine learning, Anthropomoripihic robotic hand, artificial neural network

electromyography, isometric contractions, force generation, preprocessing

brain computer interface, machine learning, segmentation, signal processing

BCMI, neurofeedback, sound spatialisation

Electroencephalogram, Brain Computing Interface, relaxation detection

Hand exoskeleton; motor imagery; upper body paralysis; maestro robotic exoskeleton.

Imagined speech, Electroencephalography, Artificial intelligence, Common spatial pattern, Machine learning

conferences, heuristic algorithms, collaboration, fatigue, electroencephalography, safety, quality assessment

EEG, EMG, Brain wave signals, Brain computer interface, machine learning, PiCar

Emotion recognition, Multimodality, Multithreading, Real-time implementation

electrodes, electrocardiography, biomedical monitoring, monitoring, textiles, pulse oximetry, substrates, pulse oximetry, blood pressure, stretchable electronics

smart wheelchair, autonomous wheelchair, wheelchair navigation

vizualization, protocols, imaging, resists, signal processing, fatigue, software, P300, attention, event-related potential, EEG, electronic system development

Emotion recognition, EEG, Feature selection, mutual information, random forest, electroencephalography,

brain computer interface, emotion recognition, electroencephalography, signal processing

Machine learning, Virtual Reality, Distraction, EEG, Education

Working memory, Neurofeedback, Electroencephalogram (EEG), Real-time EEG brain-computer interface, Portable device

artificial intelligence · brain computer interface · electroencephalography · motor imagery

Cognitive Workload, Aviation, Heart Rate, Pupil Dilation, Machine Learning, Deep Learning, EEG

SSVEP, Brain-computer interface, BCI, Internet of Things, IoT, CCA, MQTT

Measurement, Cloud computing, Machine-to-machine communications, Publishing, Computational modeling, Brain modeling, Electroencephalography

Flexible microelectrode array, Implantable device, Electrocorticography signal, Epileptic activities, Biopotential acquisition

brain–computer interface (BCI); steady-state visual evoked potential (SSVEP); augmented reality (AR); canonical correlation analysis (CCA); electric wheelchair; simultaneous localization and mapping (SLAM)

Headphones, Electrodes, Estimation, Brain modeling, Electroencephalography, Reliability, Task analysis

Performance evaluation, Continuous wavelet transforms, Wavelet analysis, Electroencephalography, brain-computer interfaces, Biology, Task analysis brain-computer interfaces, electroencephalography, eye, medical signal processing

OpenBCI cEEGrid Brain-computer-interface Wearables

EMG signals, Silent command recognition, Micro-interaction, Face recognition, Ear, Muscles, task analysis, Sensors, Headphones, Speech recognition

Local Strong Thermal Radiation (LSTR)Mental workloadVigilanceElectroencephalogram (EEG)Motivation

band-pass filters, brain-computer interfaces, electroencephalography, medical signal processing, neurophysiology, notch filters, occupational stress, signal classification, Band-pass filters, Performance evaluation, Heart, Open BCI, Raw data cleaning, EEG data collection, Cognitive neuroscience, Brainflow package, band pass filters

Electroencephalography (EEG), Event-Related Potential (ERP), Machine Learning Algorithm (MLA) artifacts, unfocused epochs, detection

Electroencephalographic, Artificial neural network, Unmanned aerial systems, Drones, Facial gesture classification

ear EEG; ECG; epilepsy; HRV; machine learning; PPG; PTT; outdoors seizure prediction; wearable

motor imagery, real-time brain computer interface, convolutional neural network, common spatial patterns, continuous wavelet transform

non-contact measurement, autonomic responses, control of breathing, EEG, audio signals

collaborative robotics; brain–computer interface; hand guiding; haptic interface; multimodal communication; assembly task

wearable exoskeleton, cantilever structure, angular sensing, energy harvesting, frequency upconversion

Electrodes, Robot arm, Electromyography (EMG), MUAP, Servo motor, OpenBCI

BCI, SSVEP, dry electrodes, OpenBCI, robot navigation

OpenBCI; decision fusion; electroencephalography (EEG); emotion recognition; facial micro-expressions; neural networks; physiological signals.

emotion regulation; distraction; extrinsic regulation; event-related potential

Assistive rehabilitation, EMG signals, Fuzzy control, Hand exoskeleton

Human-computer integration, whole-body interaction, exertion, bike, cycling

High-speed rail, Vigilance detection, Multiple physiological signals, Convolutional recurrent neural network

interfaces, user eXperience, interactive systems, brain computer interfaces

Brain Computer Interface, 3D Convolutional Neural Networks, electroencephalogram, Event-related potentials, Classification

Brain-computer interfacesLow-cost technologiesElectroencephalography (EEG)

HMD, working memory, gamification, cognitive training, serious game, game, cognitive activity, user performance, visual memory, cognitive, user performance, mobile phone

Robotics, Brain-computer Interface, Mixed Reality, Augmented Reality IoT, Human-Computer Interaction

Pre-movement EEG, decision classification, gait

Training , Artificial neural networks , Feature extraction , Electroencephalography , Software , Recording , Pattern recognition, Electroencephalographic , Artificial Neural Network , drone , UAV

Virtual reality; gesture recognition; human-computer interaction; machine learning; triboelectric nanogenerator.

subjective evaluation; electroencephalography; heart rate variability

Brain-computer interface; machine learning; internet of things; EEG; system architecture

ambulatory; artifacts; ear EEG; ECG; epilepsy; HRV; monitoring system; PPG; PTT; wearable

Virtual Reality, Brain-Computer Interface, Steady State Visually Evoked Potential, Realism

Human-Computer interaction (HCI), Multimodal Emotion Recognition, Conversational emotion recognition, Electroencephalography (EEG), Galvanic Skin Response (GSR), Photoplethysmography (PPG), Multimodal fusion

Acoustoelectric Imaging, Acquisition Hardware, Sensors, tABI, Transcranial Acoustoelectric Brain Imaging

Electrodes, wireless communication, vibrations, wireless sensor networks, vibration measurement, feature extraction, electroencephalography, brain-machine interface, prosthesis, feature extraction, motor imagery

Electrodes, time-frequency analysis, finger, artificial neural networks, muscles, feature extraction, electromyography, artificial neural network, long short-term memory, 4-channel electrodes

in-ear EEG; correlation; forehead EEG; impedance spectroscopy; biopotential electrodes; BCI

Bionic Shark gill, Graded Multichannel, Respiratory sensing

EEG signal, Feature extraction, Machine learning, Brain waves, SVM, RICA.

supernumerary robotic finger, resting-state fMRI, fALFF, ReHo, DC, neuroplasticity

Brain-Computer Interface. Generative Art. Algorithmic Fairness. Art therapy. Disability Aesthetics.

Emotion recognition, Multimodal physiological responses, Remote measurement, Electroencephalography

Brain-computer interface, Motor imagery, Lower-limb rehabilitation, Robotic rehabilitation

EEG, Deep Learning, Conv1D-GRU, Recogonition of idea, Robotic hand

Wireless communication, Wireless sensor network, Force measurement, Sensor systems, Electromyography, Electroencephalography, sensors, HRI, EEG, EMG, IMU, Time Synchronization MeSH Terms, Acceleration, Humans, Motion

Sleep, Music, Medical treatment, Mobile communication, Control systems, EEG, brain wave, accelerometer, music system, smart system

Emotion Recognition, Brain-Computer Interface, Electroencephalography, On-line Processing

P300 wave, electroencephalography, convolutional neural networks, brain-computer interface

Electrodes, surface impedance, protocols, costs, prototypes, muscles, electromyography,

Electrodes, brain, wires, epilepsy, electroencephalography, synchronization, biomedical monitoring, biomedical electrodes, brain activities, epilepsy, in-ear electrodes, wearable system, wireless, long term monitoring, mobile application

Fabrication, Sociology, Hardware, Electromyography, Iterative methods, Statistics, Robots, Trans-radial, prosthesis, needs, iterative, myoelectric

Neuromuscular, Wheelchairs, Prototypes, Brain-computer interfaces, Electroencephalography, Software, Real-time systems, Brain-computer interface (BCI), steady state visually evoked potential (SSVEP), electroencephalogram (EEG) and Wheelchair

Timing; Time perception; Mindfulness; Meditation; Mantra; EEG; Focused Attention; Open Monitoring; Attentional Scope; Attention

Action potential, brain-computer interface, brain wave, central nervous system, electroencephalography data

Auditory stimulus, Evoked Potentials, EEG, Biometric System, Bone-conducting auditory stimuli, Music

Gastric pacing, Gastric pacemaker, Wireless electrical stimulation, Wireless pacing, Electrogastrogram, Electrogastrography, Gastroparesis

Underwater, Scuba diving, ECG, Heart Rate, Variability

EEG, Gamma Oscillations, OpenBCI

Human-Machine Interface, Brain, Electroencephalography, Brain-Computer Interface

Physiology, Sensors, Emotion recognition, Biomedical monitoring, Electroencephalography, Brain modeling, Feature extraction, Affective causality, daily activities, EEG, emotion recognition, lifelog, physiological signals, wearable

neonatal EEG; EEG electrode; dry electrode; MicroTIPs; microneedles; g.tec; OpenBCI

VR, EEG, HMD, Theta wave, Tetris, Cognitive training

Support vector machines, Performance evaluation, Brain, Visualization, Time series analysis, Scalp, Electroencephalography, Artificial Neural Networks, Brain-Computer Interfaces.

Aeronautis, EOG, Aviation, Military, Oculometry

Brain-Computer Interfaces, Privacy, P300, Visual Stimuli