Deep CNN model based on serial-parallel structure optimization for four-class motor imagery EEG classification

2022 ◽  
Vol 72 ◽  
pp. 103338
Author(s):  
Xuefei Zhao ◽  
Dong Liu ◽  
Li Ma ◽  
Quan Liu ◽  
Kun Chen ◽  
...  
Keyword(s):  
Motor Imagery ◽  
Structure Optimization ◽  
Parallel Structure ◽  
Eeg Classification ◽  
Model Based ◽  
Deep Cnn

Adaptation of motor imagery EEG classification model based on tensor decomposition

2014 ◽  
Vol 11 (5) ◽  
pp. 056020 ◽  
Author(s):  
Xinyang Li ◽  
Cuntai Guan ◽  
Haihong Zhang ◽  
Kai Keng Ang ◽  
Sim Heng Ong
Keyword(s):  
Motor Imagery ◽  
Tensor Decomposition ◽  
Classification Model ◽  
Eeg Classification ◽  
Model Based

The Power Spectrum Estimation of the AR Model Based on Motor Imagery EEG

2013 ◽  
Vol 706-708 ◽  
pp. 1923-1927 ◽  
Author(s):  
Li Zhao ◽  
Yang He
Keyword(s):  
Power Spectrum ◽  
Motor Imagery ◽  
Ar Model ◽  
Spectrum Estimation ◽  
Power Spectrum Estimation ◽  
Estimation Algorithms ◽  
Model Based

This paper uses three common AR model power spectrum estimation algorithms which are the Yule-Walker method, the burg method and the improved covariance method. Taking Matlab as a tool, the corresponding algorithms are used to carry out the power spectrum estimation of motor imagery EEG, the relationships and distinctions between the spectrum charts are compared in order to find the relatively appropriate algorithm for analyzing the EEG, which aims at providing a theoretical guidance for processing the motor imagery EEG and laying a foundation for further research.

scholarly journals A New Motor Imagery EEG Classification Method FB-TRCSP+RF Based on CSP and Random Forest

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 44944-44950 ◽  
Author(s):  
Ranran Zhang ◽  
Xiaoyan Xiao ◽  
Zhi Liu ◽  
Wei Jiang ◽  
Jianwen Li ◽  
...  
Keyword(s):  
Random Forest ◽  
Motor Imagery ◽  
Classification Method ◽  
Eeg Classification

Time-frequency decomposition-based weighted ensemble learning for motor imagery EEG classification

2021 ◽  
Author(s):  
Liangsheng Zheng ◽  
Yue Ma ◽  
Mengyao Li ◽  
Yang Xiao ◽  
Wei Feng ◽  
...  
Keyword(s):  
Ensemble Learning ◽  
Motor Imagery ◽  
Eeg Classification ◽  
Time Frequency ◽  
Frequency Decomposition

scholarly journals Wavelet Transform Time-Frequency Image and Convolutional Network-Based Motor Imagery EEG Classification

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 6084-6093 ◽  
Author(s):  
Baoguo Xu ◽  
Linlin Zhang ◽  
Aiguo Song ◽  
Changcheng Wu ◽  
Wenlong Li ◽  
...  
Keyword(s):  
Wavelet Transform ◽  
Motor Imagery ◽  
Convolutional Network ◽  
Eeg Classification ◽  
Time Frequency
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