专题：EEG and Brain-Computer Interfaces

This cluster of papers focuses on the development and application of Brain-Computer Interfaces (BCIs) in neuroscience and medicine. It covers topics such as EEG analysis, neuroprosthetics, BCI technology, motor imagery, epilepsy detection, cortical control, neural ensemble physiology, BCI communication, and deep learning for EEG decoding.
最新文献
Enhancing Unseen Driver State Detection: An EEG-Based Framework with Brain Connectivity and Depthwise Separable Convolutional Neural Networks

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A Review of EEG ‐Based Driver Fatigue Detection: Nonlinear Dynamics, Brain Networks, and Deep Learning Advances

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Entropy-informed deep residual network for nonlinear EEG dynamics in fine-grained driver state recognition

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A Spatiotemporal Neural Network Framework for EEG-Based Emotion Recognition in Depression Assessment

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Clinical utility and prospective of TMS–EEG: Updated review from an international expert group

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Beyond the lab: real-world benchmarking of wearable EEGs for passive brain-computer interfaces

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A wireless subdural-contained brain–computer interface with 65,536 electrodes and 1,024 channels

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Brain power mapping with optimized deep learning for EEG-based pilot fatigue detection

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Mapping EEG Metrics to Human Affective and Cognitive Models: An Interdisciplinary Scoping Review from a Cognitive Neuroscience Perspective

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Driver fatigue detection using EEG-based graph attention convolutional neural networks: An end-to-end learning approach with mutual information-driven connectivity

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近5年高被引文献
EEG Conformer: Convolutional Transformer for EEG Decoding and Visualization

article Full Text OpenAlex 1118 FWCI76.7145

Walking naturally after spinal cord injury using a brain–spine interface

article Full Text OpenAlex 620 FWCI101.2123

A high-performance speech neuroprosthesis

article Full Text OpenAlex 575 FWCI79.0495

IEEE Transactions on Neural Systems and Rehabilitation Engineering

paratext Full Text OpenAlex 569 FWCI0

Physics-Informed Attention Temporal Convolutional Network for EEG-Based Motor Imagery Classification

article Full Text OpenAlex 529 FWCI41.8195

A high-performance neuroprosthesis for speech decoding and avatar control

article Full Text OpenAlex 517 FWCI71.1859

EEG Based Emotion Recognition: A Tutorial and Review

article Full Text OpenAlex 503 FWCI90.095

Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition

article Full Text OpenAlex 455 FWCI79.2802

Semantic reconstruction of continuous language from non-invasive brain recordings

article Full Text OpenAlex 436 FWCI59.6695

TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition

article Full Text OpenAlex 436 FWCI64.5102