TY - CHAP
T1 - EEG Feature Extraction with Fast Fourier Transform for Investigating different Brain regions in Cognitive and Reasoning Activity
AU - AMIN, HAFEEZ ULLAH
AU - Hafeez, Yasir
AU - Reza, Mohammed Faruque
AU - Adil, Syed Hasan
AU - Hasan, Rumaisa Abu
AU - Ali, Syed Saad Azhar
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022/10/14
Y1 - 2022/10/14
N2 - In this study, cortical brain activity during a pattern matching task (PMT) was measured by employing electroencephalography (EEG). The EEG data were recorded from 128 scalp locations during a pattern-matching task and in rest conditions (eyes open and eyes closed). Spectral Analysis of EEG frequency bands reflected a significant (p<0.025) difference between baseline and PMT task. The EEG activity in slow waves (delta: 0.5 to 3 Hz and theta: 4 to 7 Hz) was high during PMT in frontal regions, while EEG activity in fast waves (Beta: 14 to 20 Hz and Gamma: 21 to 30 Hz) was reduced in parietal and occipital regions as compared to the frontal region. The changes in EEG medium waves (alpha: 8 to 13 Hz) was high in frontal, central, and temporal regions, while depressed in parietal, parieto-occipital and occipital regions. The results show high cortical activations in different brain regions during solving pattern-matching task as compared to baseline resting conditions. The study has implications for thinking and decision-making situation, such as object recognition, visual comparison, and consumer choice.
AB - In this study, cortical brain activity during a pattern matching task (PMT) was measured by employing electroencephalography (EEG). The EEG data were recorded from 128 scalp locations during a pattern-matching task and in rest conditions (eyes open and eyes closed). Spectral Analysis of EEG frequency bands reflected a significant (p<0.025) difference between baseline and PMT task. The EEG activity in slow waves (delta: 0.5 to 3 Hz and theta: 4 to 7 Hz) was high during PMT in frontal regions, while EEG activity in fast waves (Beta: 14 to 20 Hz and Gamma: 21 to 30 Hz) was reduced in parietal and occipital regions as compared to the frontal region. The changes in EEG medium waves (alpha: 8 to 13 Hz) was high in frontal, central, and temporal regions, while depressed in parietal, parieto-occipital and occipital regions. The results show high cortical activations in different brain regions during solving pattern-matching task as compared to baseline resting conditions. The study has implications for thinking and decision-making situation, such as object recognition, visual comparison, and consumer choice.
KW - Cognitive and Reasoning Task
KW - EEG Signals
KW - Fast Fourier Transform (FFT)
KW - Feature Extraction
KW - Power Spectral Density
UR - http://www.scopus.com/inward/record.url?scp=85141569475&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85141569475&partnerID=8YFLogxK
UR - https://www.proceedings.com/65890.html
U2 - 10.1109/ROMA55875.2022.9915664
DO - 10.1109/ROMA55875.2022.9915664
M3 - Chapter
SN - 9781665459334
VL - 1
T3 - 2022 IEEE 5th International Symposium in Robotics and Manufacturing Automation, ROMA 2022
SP - 1
EP - 4
BT - 2022 IEEE 5th International Symposium in Robotics and Manufacturing Automation, ROMA 2022
PB - IEEE
ER -