Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students

This study aims to analyze the cognitive abilities of the subject by reviewing brain wave patterns recorded by EEG devices and to determine the dominant hemisphere of the brain when cognitive tests were given. Research subjects were 5 undergraduate students from the age of 19 to 22 who had no histor...

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Main Author: Sabila Arsyad, Ghezy
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/41713
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:41713
spelling id-itb.:417132019-08-29T15:00:44ZAnalysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students Sabila Arsyad, Ghezy Indonesia Final Project dominant brain waves, brain hemisphere, power spectral density INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/41713 This study aims to analyze the cognitive abilities of the subject by reviewing brain wave patterns recorded by EEG devices and to determine the dominant hemisphere of the brain when cognitive tests were given. Research subjects were 5 undergraduate students from the age of 19 to 22 who had no history of neurological disease. Subjects were given written questions that should be answered within 15 minutes or less. Recording was done using EMOTIV EPOC+ EEG with the duration of 17 minutes. The results of EEG recording in the form of (.edf) data format were then processed and analyzed using the BioSIG and EEGlab toolkits that utilize MATLAB software. The .edf data then was sliced according to the time reviewed, the centering and filtering process were then carried out and estimations were made using the Welch periodogram technique to obtain power spectral density (PSD) data for each electrode. From the research it was found that alpha wave had the greatest PSD value when the experiment was conducted on subjects in closed eyes state rather than open eyes state, there was a shifting in the alpha peak frequency towards greater value after the cognitive reading test was done with eyes opened, and the right hemisphere had greater PSD value when subjects were carrying out cognitive tests. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description This study aims to analyze the cognitive abilities of the subject by reviewing brain wave patterns recorded by EEG devices and to determine the dominant hemisphere of the brain when cognitive tests were given. Research subjects were 5 undergraduate students from the age of 19 to 22 who had no history of neurological disease. Subjects were given written questions that should be answered within 15 minutes or less. Recording was done using EMOTIV EPOC+ EEG with the duration of 17 minutes. The results of EEG recording in the form of (.edf) data format were then processed and analyzed using the BioSIG and EEGlab toolkits that utilize MATLAB software. The .edf data then was sliced according to the time reviewed, the centering and filtering process were then carried out and estimations were made using the Welch periodogram technique to obtain power spectral density (PSD) data for each electrode. From the research it was found that alpha wave had the greatest PSD value when the experiment was conducted on subjects in closed eyes state rather than open eyes state, there was a shifting in the alpha peak frequency towards greater value after the cognitive reading test was done with eyes opened, and the right hemisphere had greater PSD value when subjects were carrying out cognitive tests.
format Final Project
author Sabila Arsyad, Ghezy
spellingShingle Sabila Arsyad, Ghezy
Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
author_facet Sabila Arsyad, Ghezy
author_sort Sabila Arsyad, Ghezy
title Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
title_short Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
title_full Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
title_fullStr Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
title_full_unstemmed Analysis of Electroencephalography (EEG) Signals from Cognitive Test Results Conducted on Undergraduate Students
title_sort analysis of electroencephalography (eeg) signals from cognitive test results conducted on undergraduate students
url https://digilib.itb.ac.id/gdl/view/41713
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