Deep Learning in EEG-Based BCIs: A Comprehensive Review of Transformer Models, Advantages, Challenges, and Applications
Author:
Affiliation:
1. Department of Robotics Engineering, Nazarbayev University, Astana, Kazakhstan
2. Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan
Funder
Nazarbayev University under the Faculty Development Competitive Research Grant Program
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering
Link
http://xplorestaging.ieee.org/ielx7/6287639/10005208/10305163.pdf?arnumber=10305163
Reference220 articles.
1. LMDA-Net:A lightweight multi-dimensional attention network for general EEG-based brain-computer interfaces and interpretability
2. Crowdsourcing neuroscience: Inter-brain coupling during face-to-face interactions outside the laboratory
3. MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG
4. Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 2016
5. Transformers in Vision: A Survey
Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Advances in brain-computer interface for decoding speech imagery from EEG signals: a systematic review;Cognitive Neurodynamics;2024-09-04
2. MelTrans: Mel-Spectrogram Relationship-Learning for Speech Emotion Recognition via Transformers;Sensors;2024-08-25
3. Advanced Deep Learning Techniques for Battery Thermal Management in New Energy Vehicles;Energies;2024-08-19
4. Comparative Analysis of Deep Learning Models for Optimal EEG-Based Real-Time Servo Motor Control;Eng;2024-08-02
5. Transfer Learning for Non-Invasive BCI EEG Brainwave Decoding;Artificial Intelligence;2024-06-18
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3