scholarly journals A Comparison Study on EEG Signal Processing Techniques Using Motor Imagery EEG Data

2017 ◽  
Author(s):  
Vangelis P. Oikonomou ◽  
Kostas Georgiadis ◽  
George Liaros ◽  
Spiros Nikolopoulos ◽  
Ioannis Kompatsiaris
Keyword(s):  
Signal Processing ◽  
Motor Imagery ◽  
Eeg Signal ◽  
Comparison Study ◽  
Eeg Data ◽  
Processing Techniques ◽  
Signal Processing Techniques ◽  
Eeg Signal Processing

scholarly journals Demystifying signal processing techniques to extract resting-state EEG features for psychologists

2020 ◽  
Vol 6 (3) ◽  
pp. 189-209 ◽  
Author(s):  
Zhenjiang Li ◽  
Libo Zhang ◽  
Fengrui Zhang ◽  
Ruolei Gu ◽  
Weiwei Peng ◽  
...  
Keyword(s):  
Signal Processing ◽  
Resting State ◽  
Neural Dynamics ◽  
Complex Signal ◽  
Eeg Signal ◽  
Microstate Analysis ◽  
Processing Techniques ◽  
The Brain ◽  
Signal Processing Techniques ◽  
Eeg Signal Processing

Electroencephalography (EEG) is a powerful tool for investigating the brain bases of human psychological processes non‐invasively. Some important mental functions could be encoded by resting‐state EEG activity; that is, the intrinsic neural activity not elicited by a specific task or stimulus. The extraction of informative features from resting‐state EEG requires complex signal processing techniques. This review aims to demystify the widely used resting‐state EEG signal processing techniques. To this end, we first offer a preprocessing pipeline and discuss how to apply it to resting‐state EEG preprocessing. We then examine in detail spectral, connectivity, and microstate analysis, covering the oft‐used EEG measures, practical issues involved, and data visualization. Finally, we briefly touch upon advanced techniques like nonlinear neural dynamics, complex networks, and machine learning.

scholarly journals Analysis of EEG Signal Processing Techniques based on Spectrograms

2017 ◽  
Vol 145 (1) ◽  
pp. 151-162 ◽  
Author(s):  
Ricardo Ramos ◽  
José Arturo Olvera ◽  
Ivan Olmos
Keyword(s):  
Signal Processing ◽  
Eeg Signal ◽  
Processing Techniques ◽  
Signal Processing Techniques ◽  
Eeg Signal Processing
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