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Review of Closed-Loop Brain–Machine Interface Systems From a Control Perspective

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Adding Tactile Feedback and Changing ISI to Improve BCI Systems’ Robustness: An Error-Related Potential Study
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Common Spatial Pattern in Frequency Domain for Feature Extraction and Classification of Multichannel EEG Signals
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General principles of machine learning for brain-computer interfacing
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Optimized artificial neural network based performance analysis of wheelchair movement for ALS patients
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Trends in EEG-BCI for daily-life: Requirements for artifact removal
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A closed-loop brain–machine interface framework design for motor rehabilitation
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Boosting-LDA algriothm with multi-domain feature fusion for motor imagery EEG decoding
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The effect of multimodal and enriched feedback on SMR-BCI performance
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EEG-based motor imagery classification using enhanced active segment selection and adaptive classifier
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In-silico development and assessment of a Kalman filter motor decoder for prosthetic hand control
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Adaptive boost LS-SVM classification approach for time-series signal classification in epileptic seizure diagnosis applications
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A dynamic ensemble outlier detection model based on an adaptive k-nearest neighbor rule
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Motor Imagery EEG Spectral-Spatial Feature Optimization Using Dual-Tree Complex Wavelet and Neighbourhood Component Analysis
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A fresh look at functional link neural network for motor imagery-based brain–computer interface
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Technical considerations for generating somatosensation via cortical stimulation in a closed-loop sensory/motor brain-computer interface system in humans
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A novel method for identifying electrocardiograms using an independent component analysis and principal component analysis network
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EEG-based BCI for the linear control of an upper-limb neuroprosthesis
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Fully differential fifth-order dual-notch powerline interference filter oriented to EEG detection system with low pass feature
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Brain-Computer Interfaces in Quadriplegic Patients
inferredcites →https://doi.org/10.1016/j.neubiorev.2019.12.033openalex-snapshot
Neural encoding of time in the animal brain
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SVM-based Brain–Machine Interface for controlling a robot arm through four mental tasks
inferredcites →https://doi.org/10.1016/j.neucom.2020.03.047openalex-snapshot
A closed-loop BMI system design based on the improved SJIT model and the network of Izhikevich neurons
inferredcites →https://doi.org/10.1016/j.neucom.2020.07.050openalex-snapshot
A novel approach for classification of mental tasks using multiview ensemble learning (MEL)
inferredcites →https://doi.org/10.1016/j.neulet.2016.10.022openalex-snapshot
Scientific profile of brain–computer interfaces: Bibliometric analysis in a 10-year period
inferredcites →https://doi.org/10.1016/j.neunet.2020.11.002openalex-snapshot
An EEG channel selection method for motor imagery based brain–computer interface and neurofeedback using Granger causality
inferredcites →https://doi.org/10.1016/j.neuroimage.2019.04.068openalex-snapshot
Adaptive neural network classifier for decoding MEG signals
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Towards a real-time interface between a biomimetic model of sensorimotor cortex and a robotic arm
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Explosive, continuous and frustrated synchronization transition in spiking Hodgkin–Huxley neural networks: The role of topology and synaptic interaction
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Shared control of a robotic arm using non-invasive brain–computer interface and computer vision guidance
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Brain–machine interfaces: past, present and future
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Experimental Study of Reinforcement Learning in Mobile Robots Through Spiking Architecture of Thalamo-Cortico-Thalamic Circuitry of Mammalian Brain
inferredcites →https://doi.org/10.1038/ncomms13825openalex-snapshot
Rapid control and feedback rates enhance neuroprosthetic control
inferredcites →https://doi.org/10.1038/nn.3883openalex-snapshot
A learning-based approach to artificial sensory feedback leads to optimal integration
inferredcites →https://doi.org/10.1038/s41467-020-20197-xopenalex-snapshot
Multiscale low-dimensional motor cortical state dynamics predict naturalistic reach-and-grasp behavior
inferredcites →https://doi.org/10.1038/s41551-020-00666-wopenalex-snapshot
Modelling and prediction of the dynamic responses of large-scale brain networks during direct electrical stimulation
inferredcites →https://doi.org/10.1038/s41593-020-0608-8openalex-snapshot
Machine translation of cortical activity to text with an encoder–decoder framework
inferredcites →https://doi.org/10.1038/srep21781openalex-snapshot
Real-Time Control of a Neuroprosthetic Hand by Magnetoencephalographic Signals from Paralysed Patients
inferredcites →https://doi.org/10.1051/matecconf/201927701007openalex-snapshot
Adaptive fractional PID control of biped robots with time-delayed feedback
inferredcites →https://doi.org/10.1073/pnas.1916453117openalex-snapshot
The frequency of cortical microstimulation shapes artificial touch
inferredcites →https://doi.org/10.1088/1741-2552/aaa8c0openalex-snapshot
Brain–machine interfaces for controlling lower-limb powered robotic systems
inferredcites →https://doi.org/10.1088/1741-2552/aab2f2openalex-snapshot
A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update
inferredcites →https://doi.org/10.1088/1741-2552/ab0ea4openalex-snapshot
Developing a personalized closed-loop controller of medically-induced coma in a rodent model
inferredcites →https://doi.org/10.1088/1741-2552/ab53f1openalex-snapshot
Adaptive feature extraction in EEG-based motor imagery BCI: tracking mental fatigue
inferredcites →https://doi.org/10.1088/1741-2552/ab5cf3openalex-snapshot
Short reaction times in response to multi-electrode intracortical microstimulation may provide a basis for rapid movement-related feedback
inferredcites →https://doi.org/10.1088/1741-2552/aba4fdopenalex-snapshot
Amplitude versus spatially modulated electrotactile feedback for myoelectric control of two degrees of freedom
inferredcites →https://doi.org/10.1088/1741-2552/abb3b3openalex-snapshot
Distance- and speed-informed kinematics decoding improves M/EEG based upper-limb movement decoder accuracy
inferredcites →https://doi.org/10.1088/1741-2552/abf8cbopenalex-snapshot
A brain-actuated robotic arm system using non-invasive hybrid brain–computer interface and shared control strategy
inferredcites →https://doi.org/10.1088/1741-2560/12/3/036009openalex-snapshot
A high performing brain–machine interface driven by low-frequency local field potentials alone and together with spikes
inferredcites →https://doi.org/10.1088/1741-2560/12/6/066002openalex-snapshot
Characterization of evoked tactile sensation in forearm amputees with transcutaneous electrical nerve stimulation
inferredcites →https://doi.org/10.1088/1741-2560/13/1/016001openalex-snapshot
Sensory feedback by peripheral nerve stimulation improves task performance in individuals with upper limb loss using a myoelectric prosthesis
inferredcites →https://doi.org/10.1088/1741-2560/9/2/026027openalex-snapshot
A recurrent neural network for closed-loop intracortical brain–machine interface decoders
inferredcites →https://doi.org/10.1088/1742-6596/1402/6/066027openalex-snapshot
Fourier transform for feature extraction of Electro Encephalo Graph (EEG) signals
inferredcites →https://doi.org/10.1093/cercor/8.1.48openalex-snapshot
Cortical networks for control of voluntary arm movements under variable force conditions
inferredcites →https://doi.org/10.1109/acc.2015.7171117openalex-snapshot
Designing closed-loop brain-machine interfaces with network of spiking neurons using MPC strategy
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Optimal Feature Selection and Deep Learning Ensembles Method for Emotion Recognition From Human Brain EEG Sensors
inferredcites →https://doi.org/10.1109/access.2021.3051281openalex-snapshot
Multi-Domain Feature Fusion for Emotion Classification Using DEAP Dataset
inferredcites →https://doi.org/10.1109/aim43001.2020.9158815openalex-snapshot
Brain-Controlled Leader-Follower Robot Formation Based on Model Predictive Control
inferredcites →https://doi.org/10.1109/ccdc.2018.8407743openalex-snapshot
The auxiliary controller design based on model-free control in the brain-machine interface
inferredcites →https://doi.org/10.1109/ecace.2019.8679463openalex-snapshot
Frequency Domain Approach in CSP based Feature Extraction for EEG Signal Classification
inferredcites →https://doi.org/10.1109/embc.2016.7592183openalex-snapshot
Multiscale brain-machine interface decoders
inferredcites →https://doi.org/10.1109/embc.2019.8856508openalex-snapshot
Electrotactile Feedback with Spatial and Mixed Coding for Object Identification and Closed-loop Control of Grasping Force in Myoelectric Prostheses
inferredcites →https://doi.org/10.1109/embc44109.2020.9175926openalex-snapshot
Intracortical Microstimulation Feedback Improves Grasp Force Accuracy in a Human Using a Brain-Computer Interface
inferredcites →https://doi.org/10.1109/embc44109.2020.9176705openalex-snapshot
A Computationally Efficient Multiclass Time-Frequency Common Spatial Pattern Analysis on EEG Motor Imagery
inferredcites →https://doi.org/10.1109/humanoids.2017.8246878openalex-snapshot
Task level hierarchical system for BCI-enabled shared autonomy
inferredcites →https://doi.org/10.1109/icaiic48513.2020.9065236openalex-snapshot
EEG- Based Motor Imagery Classification Using Novel String Grammar Fuzzy K-Nearest Neighbor Techniques with One Prototype in Each of Classes
inferredcites →https://doi.org/10.1109/iccma46720.2019.8988644openalex-snapshot
Trajectory Tracking Control of a Mobile Robot with Model Predictive Controller and Observer
inferredcites →https://doi.org/10.1109/iciea.2019.8834085openalex-snapshot
Enhance cross-subject MEG decoding by combining Riemannian Geometry feature extraction and multi-task learning
inferredcites →https://doi.org/10.1109/icra.2016.7487227openalex-snapshot
Dry-wireless EEG and asynchronous adaptive feature extraction towards a plug-and-play co-adaptive brain robot interface
inferredcites →https://doi.org/10.1109/icset51301.2020.9265370openalex-snapshot
Empirical Mode Decomposition Coupled with Fast Fourier Transform based Feature Extraction Method for Motor Imagery Tasks Classification
inferredcites →https://doi.org/10.1109/ijcnn48605.2020.9206983openalex-snapshot
Optimizing Filter-bank Canonical Correlation Analysis for fast response SSVEP Brain-Computer Interface (BCI)
inferredcites →https://doi.org/10.1109/is3c.2016.73openalex-snapshot
The Performance Comparison of Two Kinds of Decoders in Brain-Machine Interface
inferredcites →https://doi.org/10.1109/isitia.2019.8937131openalex-snapshot
EEG-based Motion Task for Healthy Subjects Using Time Domain Feature Extraction: A Preliminary Study for Finding Parameter for Stroke Rehabilitation Monitoring
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A hybrid brain-computer interface for closed-loop position control of a robot arm
inferredcites →https://doi.org/10.1109/jproc.2019.2915199openalex-snapshot
Synaptic Communication Engineering for Future Cognitive Brain–Machine Interfaces
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Neurobiologically Inspired Self-Monitoring Systems
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A Fully Integrated Sensor-Brain–Machine Interface System for Restoring Somatosensation
inferredcites →https://doi.org/10.1109/jsen.2021.3087511openalex-snapshot
Spatio-Temporal Encoding Improves Neuromorphic Tactile Texture Classification
inferredcites →https://doi.org/10.1109/kbei.2017.8324963openalex-snapshot
Music Emotion Recognition based on Wigner-Ville Distribution Feature Extraction
inferredcites →https://doi.org/10.1109/ner.2011.5910622openalex-snapshot
Adaptive Kalman filtering for closed-loop Brain-Machine Interface systems
inferredcites →https://doi.org/10.1109/smc.2017.8123118openalex-snapshot
Model predictive control for a brain-controlled mobile robot
inferredcites →https://doi.org/10.1109/smc.2019.8914058openalex-snapshot
Assistive Robotic Arm Control based on Brain-Machine Interface with Vision Guidance using Convolution Neural Network
inferredcites →https://doi.org/10.1109/tbcas.2016.2622738openalex-snapshot
Design of a Closed-Loop, Bidirectional Brain Machine Interface System With Energy Efficient Neural Feature Extraction and PID Control
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Towards Intelligent Intracortical BMI (i$^2$BMI): Low-Power Neuromorphic Decoders That Outperform Kalman Filters
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Low-Cost Adaptive Exponential Integrate-and-Fire Neuron Using Stochastic Computing
inferredcites →https://doi.org/10.1109/tbme.2015.2436817openalex-snapshot
Closed-Loop Optogenetic Brain Interface
inferredcites →https://doi.org/10.1109/tbme.2017.2783358openalex-snapshot
A Comparison of Intention Estimation Methods for Decoder Calibration in Intracortical Brain–Computer Interfaces
inferredcites →https://doi.org/10.1109/tbme.2018.2836672openalex-snapshot
HapPro: A Wearable Haptic Device for Proprioceptive Feedback
inferredcites →https://doi.org/10.1109/tbme.2019.2901882openalex-snapshot
Deep Learning Movement Intent Decoders Trained With Dataset Aggregation for Prosthetic Limb Control
inferredcites →https://doi.org/10.1109/tbme.2019.2906640openalex-snapshot
Efficient Decoding of Multi-Dimensional Signals From Population Spiking Activity Using a Gaussian Mixture Particle Filter
inferredcites →https://doi.org/10.1109/tbme.2019.2955722openalex-snapshot
Deep Learning Neural Encoders for Motor Cortex
inferredcites →https://doi.org/10.1109/tcsii.2019.2945690openalex-snapshot
Energy Efficient Temporal Spatial Information Processing Circuits Based on STDP and Spike Iteration
inferredcites →https://doi.org/10.1109/tcsii.2020.2984932openalex-snapshot
An Efficient Spiking Neuron Hardware System Based on the Hardware-Oriented Modified Izhikevich Neuron (HOMIN) Model
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An FDES-Based Shared Control Method for Asynchronous Brain-Actuated Robot
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Brain–Machine Interface and Visual Compressive Sensing-Based Teleoperation Control of an Exoskeleton Robot
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Model Predictive-Based Shared Control for Brain-Controlled Driving
inferredcites →https://doi.org/10.1109/tits.2020.2969444openalex-snapshot
Human Behavior Model-Based Predictive Control of Longitudinal Brain-Controlled Driving
inferredcites →https://doi.org/10.1109/tmrb.2019.2912705openalex-snapshot
A Neuromorphic Model to Match the Spiking Activity of Merkel Mechanoreceptors With Biomimetic Tactile Sensors for Bioengineering Applications
inferredcites →https://doi.org/10.1109/tnnls.2018.2872595openalex-snapshot
Adaptive Neural Control of a Kinematically Redundant Exoskeleton Robot Using Brain–Machine Interfaces
inferredcites →https://doi.org/10.1109/tnnls.2020.3016666openalex-snapshot
Generative Adversarial Networks-Based Data Augmentation for Brain–Computer Interface
inferredcites →https://doi.org/10.1109/tnsre.2016.2593696openalex-snapshot
Control of Redundant Kinematic Degrees of Freedom in a Closed-Loop Brain-Machine Interface
inferredcites →https://doi.org/10.1109/tnsre.2016.2639501openalex-snapshot
Brain–Machine Interface Control Algorithms
inferredcites →https://doi.org/10.1109/tnsre.2020.2973434openalex-snapshot
Epileptic Seizure Detection in EEG Signals Using a Unified Temporal-Spectral Squeeze-and-Excitation Network
inferredcites →https://doi.org/10.1109/tnsre.2020.2974056openalex-snapshot
A Low-Cost Lower-Limb Brain-Machine Interface Triggered by Pedaling Motor Imagery for Post-Stroke Patients Rehabilitation
inferredcites →https://doi.org/10.1109/tsp.2017.8076027openalex-snapshot
A review of feature extraction for EEG epileptic seizure detection and classification
inferredcites →https://doi.org/10.1109/usbereit48449.2020.9117785openalex-snapshot
Independent Component Analysis for Different Movements Detection in BCI Application Based on Sensorimotor Rhythms
inferredcites →https://doi.org/10.1111/aor.13054openalex-snapshot
Brain‐Computer Interfaces With Multi‐Sensory Feedback for Stroke Rehabilitation: A Case Study
inferredcites →https://doi.org/10.1126/scirobotics.aau8892openalex-snapshot
A closed-loop hand prosthesis with simultaneous intraneural tactile and position feedback
inferredcites →https://doi.org/10.1126/scitranslmed.aaf8083openalex-snapshot
Intracortical microstimulation of human somatosensory cortex
inferredcites →https://doi.org/10.1134/s1560354718020028openalex-snapshot
Asymptotic and Exact Solutions of the FitzHugh–Nagumo Model
inferredcites →https://doi.org/10.1142/s0219843620500243openalex-snapshot
Electrotactile Feedback-Based Muscle Fatigue Alleviation for Hand Manipulation
inferredcites →https://doi.org/10.1145/2110363.2110366openalex-snapshot
Brain-computer interfaces
inferredcites →https://doi.org/10.1145/2966986.2967052openalex-snapshot
Making neural encoding robust and energy efficient
inferredcites →https://doi.org/10.1152/jn.00391.2013openalex-snapshot
Motor cortical control of movement speed with implications for brain-machine interface control
inferredcites →https://doi.org/10.1152/jn.00918.2015openalex-snapshot
Efficient neuroplasticity induction in chronic stroke patients by an associative brain-computer interface
inferredcites →https://doi.org/10.1155/2014/159486openalex-snapshot
Nonlinear EEG Decoding Based on a Particle Filter Model
inferredcites →https://doi.org/10.1162/neco_a_00521openalex-snapshot
Reinforcement Learning of Two-Joint Virtual Arm Reaching in a Computer Model of Sensorimotor Cortex
inferredcites →https://doi.org/10.1162/neco_a_01380openalex-snapshot
Hierarchical Dynamical Model for Multiple Cortical Neural Decoding
inferredcites →https://doi.org/10.1166/jmihi.2015.1415openalex-snapshot
Adaptive PP-SVM via Adding Within-Class Scatter for Single Trial EEG Classification in BCI
inferredcites →https://doi.org/10.1186/1743-0003-10-111openalex-snapshot
Brain-computer interface controlled robotic gait orthosis
inferredcites →https://doi.org/10.1227/01.neu.0000467165.82278.28openalex-snapshot
201 Brain-Machine Interface Control of a Robotic Arm for Object Grasping is Improved With Computer-Vision Based Shared Control
inferredcites →https://doi.org/10.13053/rcs-148-9-7openalex-snapshot
Parameter Experimentation for Epileptic Seizure Detection in EEG Signals using Short-Time Fourier Transform
inferredcites →https://doi.org/10.1371/journal.pcbi.1004730openalex-snapshot
Robust Brain-Machine Interface Design Using Optimal Feedback Control Modeling and Adaptive Point Process Filtering
inferredcites →https://doi.org/10.1371/journal.pone.0131547openalex-snapshot
Closed-Loop Control of a Neuroprosthetic Hand by Magnetoencephalographic Signals
inferredcites →https://doi.org/10.1371/journal.pone.0238872openalex-snapshot
Person identification from EEG using various machine learning techniques with inter-hemispheric amplitude ratio
inferredcites →https://doi.org/10.1541/ieejeiss.137.127openalex-snapshot
Development of Pneumatic Bellows Myoelectric Hand with Tactile Feedback
inferredcites →https://doi.org/10.20965/jrm.2016.p0361openalex-snapshot
Development of Sensory Feedback Device for Myoelectric Prosthetic Hand to Provide Hardness of Objects to Users
inferredcites →https://doi.org/10.3389/fnbot.2019.00111openalex-snapshot
Semi-Autonomous Robotic Arm Reaching With Hybrid Gaze–Brain Machine Interface
inferredcites →https://doi.org/10.3389/fnhum.2016.00237openalex-snapshot
Determining Optimal Feature-Combination for LDA Classification of Functional Near-Infrared Spectroscopy Signals in Brain-Computer Interface Application
inferredcites →https://doi.org/10.3389/fnins.2016.00587openalex-snapshot
An Improved Unscented Kalman Filter Based Decoder for Cortical Brain-Machine Interfaces
inferredcites →https://doi.org/10.3389/fnins.2018.00478openalex-snapshot
Training in Use of Brain–Machine Interface-Controlled Robotic Hand Improves Accuracy Decoding Two Types of Hand Movements
inferredcites →https://doi.org/10.3389/fnins.2020.00584openalex-snapshot
Enhanced Accuracy for Multiclass Mental Workload Detection Using Long Short-Term Memory for Brain–Computer Interface
inferredcites →https://doi.org/10.3389/fnins.2021.638638openalex-snapshot
Closed-Loop Phase-Dependent Vibration Stimulation Improves Motor Imagery-Based Brain-Computer Interface Performance
inferredcites →https://doi.org/10.3389/fnsys.2018.00024openalex-snapshot
Engineering Artificial Somatosensation Through Cortical Stimulation in Humans
inferredcites →https://doi.org/10.3390/brainsci9120364openalex-snapshot
Estimating the Parameters of Fitzhugh–Nagumo Neurons from Neural Spiking Data
inferredcites →https://doi.org/10.3390/electronics8121387openalex-snapshot
Robot Motion Control via an EEG-Based Brain–Computer Interface by Using Neural Networks and Alpha Brainwaves
inferredcites →https://doi.org/10.3390/electronics9010174openalex-snapshot
Motor Imagery Based Continuous Teleoperation Robot Control with Tactile Feedback
inferredcites →https://doi.org/10.3390/electronics9101584openalex-snapshot
Motor-Imagery Classification Using Riemannian Geometry with Median Absolute Deviation
inferredcites →https://doi.org/10.3390/s17102282openalex-snapshot
Improving the Accuracy and Training Speed of Motor Imagery Brain–Computer Interfaces Using Wavelet-Based Combined Feature Vectors and Gaussian Mixture Model-Supervectors
inferredcites →https://doi.org/10.3805/eands.11.20openalex-snapshot
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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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