Cargando…

A novel EEG decoding method for a facial-expression-based BCI system using the combined convolutional neural network and genetic algorithm

Multiple types of brain-control systems have been applied in the field of rehabilitation. As an alternative scheme for balancing user fatigue and the classification accuracy of brain–computer interface (BCI) systems, facial-expression-based brain control technologies have been proposed in the form o...

Descripción completa

Detalles Bibliográficos
Autores principales:	Li, Rui, Liu, Di, Li, Zhijun, Liu, Jinli, Zhou, Jincao, Liu, Weiping, Liu, Bo, Fu, Weiping, Alhassan, Ahmad Bala
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9513431/ https://www.ncbi.nlm.nih.gov/pubmed/36177358 http://dx.doi.org/10.3389/fnins.2022.988535

Ejemplares similares

Deep Convolutional Neural Network for EEG-Based Motor Decoding
por: Zhang, Jing, et al.
Publicado: (2022)

Research and Verification of Convolutional Neural Network Lightweight in BCI
por: Xu, Shipu, et al.
Publicado: (2020)

A Study of the Effects of Electrode Number and Decoding Algorithm on Online EEG-Based BCI Behavioral Performance
por: Meng, Jianjun, et al.
Publicado: (2018)

Deep learning with convolutional neural networks for EEG decoding and visualization
por: Schirrmeister, Robin Tibor, et al.
Publicado: (2017)

Dataset Evaluation Method and Application for Performance Testing of SSVEP-BCI Decoding Algorithm
por: Liang, Liyan, et al.
Publicado: (2023)

A Densely Connected Multi-Branch 3D Convolutional Neural Network for Motor Imagery EEG Decoding
por: Liu, Tianjun, et al.
Publicado: (2021)

Hybrid EEG–fNIRS-Based Eight-Command Decoding for BCI: Application to Quadcopter Control
por: Khan, Muhammad Jawad, et al.
Publicado: (2017)

Neural decoding of music from the EEG
por: Daly, Ian
Publicado: (2023)

An empirical comparison of neural networks and machine learning algorithms for EEG gait decoding
por: Nakagome, Sho, et al.
Publicado: (2020)

Convolutional Neural Network for Multi-Category Rapid Serial Visual Presentation BCI
por: Manor, Ran, et al.
Publicado: (2015)

Pet dog facial expression recognition based on convolutional neural network and improved whale optimization algorithm
por: Mao, Yan, et al.
Publicado: (2023)

EEG dataset and OpenBMI toolbox for three BCI paradigms: an investigation into BCI illiteracy
por: Lee, Min-Ho, et al.
Publicado: (2019)

A sequential learning model with GNN for EEG-EMG-based stroke rehabilitation BCI
por: Li, Haoyang, et al.
Publicado: (2023)

Decoding Neural Responses to Motion-in-Depth Using EEG
por: Himmelberg, Marc M., et al.
Publicado: (2020)

Facial Recognition System Based on Genetic Algorithm Improved ROI-KNN Convolutional Neural Network
por: Wang, Xiao, et al.
Publicado: (2022)

Self-Difference Convolutional Neural Network for Facial Expression Recognition
por: Liu, Leyuan, et al.
Publicado: (2021)

Predicting Motor Imagery BCI Performance Based on EEG Microstate Analysis
por: Cui, Yujie, et al.
Publicado: (2023)

Effects of user mental state on EEG-BCI performance
por: Myrden, Andrew, et al.
Publicado: (2015)

EEG-Based BCI Emotion Recognition: A Survey
por: Torres, Edgar P., et al.
Publicado: (2020)

EEG-Based BCI System to Detect Fingers Movements
por: Gannouni, Sofien, et al.
Publicado: (2020)

Artifacts in EEG-Based BCI Therapies: Friend or Foe?
por: McDermott, Eric James, et al.
Publicado: (2021)

Past, Present, and Future of EEG-Based BCI Applications
por: Värbu, Kaido, et al.
Publicado: (2022)

Enhanced Performance by Time-Frequency-Phase Feature for EEG-Based BCI Systems
por: Xu, Baolei, et al.
Publicado: (2014)

Multi-person feature fusion transfer learning-based convolutional neural network for SSVEP-based collaborative BCI
por: Li, Penghai, et al.
Publicado: (2022)

L1 Norm based common spatial patterns decomposition for scalp EEG BCI
por: Li, Peiyang, et al.
Publicado: (2013)

Decoding P300 Variability Using Convolutional Neural Networks
por: Solon, Amelia J., et al.
Publicado: (2019)

A High-Speed SSVEP-Based BCI Using Dry EEG Electrodes
por: Xing, Xiao, et al.
Publicado: (2018)

Resting-state EEG-based convolutional neural network for the diagnosis of depression and its severity
por: Li, Mengqian, et al.
Publicado: (2022)

EEG Decoding Reveals Neural Predictions for Naturalistic Material Behaviors
por: Kaiser, Daniel, et al.
Publicado: (2023)

Neural Activity and Decoding of Action Observation Using Combined EEG and fNIRS Measurement
por: Ge, Sheng, et al.
Publicado: (2019)

BCI Control of Heuristic Search Algorithms
por: Cavazza, Marc, et al.
Publicado: (2017)

Corrigendum: Multi-person feature fusion transfer learning-based convolutional neural network for SSVEP-based collaborative BCI
por: Li, Penghai, et al.
Publicado: (2022)

EEG Signal Complexity Measurements to Enhance BCI-Based Stroke Patients’ Rehabilitation
por: Al-Qazzaz, Noor Kamal, et al.
Publicado: (2023)

Deep Convolutional Neural Network-Based Epileptic Electroencephalogram (EEG) Signal Classification
por: Gao, Yunyuan, et al.
Publicado: (2020)

Toward passive BCI: asynchronous decoding of neural responses to direction- and angle-specific perturbations during a simulated cockpit scenario
por: Jalilpour, Shayan, et al.
Publicado: (2022)

Task Transfer Learning for EEG Classification in Motor Imagery-Based BCI System
por: Zheng, Xuanci, et al.
Publicado: (2020)

Pan-Logical Probabilistic Algorithms Based on Convolutional Neural Networks
por: Liu, Fangrong
Publicado: (2022)

Convolutional Neural Network with a Topographic Representation Module for EEG-Based Brain—Computer Interfaces
por: Liang, Xinbin, et al.
Publicado: (2023)

Principled BCI Decoder Design and Parameter Selection Using a Feedback Control Model
por: Willett, Francis R., et al.
Publicado: (2019)

Neural decoding of expressive human movement from scalp electroencephalography (EEG)
por: Cruz-Garza, Jesus G., et al.
Publicado: (2014)

Cannot write session to /tmp/vufind_sessions/sess_8ddt93ekuemc8ca9spepmvn8gs