INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS

Since birth humans are given perfect limbs by God to move. However, some humans are born with imperfect physical conditions. Therefore, people with physical disabilities need technology to make it easier for them to do their activities. One such technology is known as the Brain Computer Interface...

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Main Author: Alifia, Khalda
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/77115
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:77115
spelling id-itb.:771152023-08-22T13:33:56ZINDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS Alifia, Khalda Indonesia Final Project Brain Computer Interface (BCI), Electroecephalography (EEG), motor imagery (MI), Power Spectral Density (PSD), Individual Alpha Frequency (IAF) INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/77115 Since birth humans are given perfect limbs by God to move. However, some humans are born with imperfect physical conditions. Therefore, people with physical disabilities need technology to make it easier for them to do their activities. One such technology is known as the Brain Computer Interface (BCI). The signal on the BCI is decoded on an electroencephalography (EEG) device for data acquisition. EEG features motor imagery which is used to visualize movement. In this final project aims to imagine hand movements by knowing the characteristics of the EEG signal. In addition, another goal is to know the research method used. The stages of the method used in this final project research are collecting EEG data obtained from literature studies, data processing and data analysis. EEG data obtained from the literature by Murat Kaya. EEG data is the result of recordings from 7 subjects for the standard stimulus and 2 subjects for the Free Form stimulus. EEG data processing consists of data sorting, pre-processing, determining Power Spectral Density (PSD), and determining Individual Alpha Frequency (IAF). Data analysis in this study is to pay attention to the behavior of the IAF on the parameters used. The parameters used to analyze changes from IAF in this study are the provision of stimulus, frequency selection and channel selection. The results showed that the difference in the IAF average value between the standard stimulus and the freeform stimulus in the right-handed imagery was 0.461 Hz, while the left-handed imagery was 0.192 Hz. The results showed that the difference in the IAF average value between the filter method and the cropping method for the right-handed imagery was 1.323 Hz, while the left-handed imagery was 1.053 Hz. The results showed that the difference in the IAF average value between channels C3, C4 and Cz on the right hand's shading was a min value of 0.01 Hz and a max value of 0.05 Hz. While the difference in the IAF average value between channels C3, C4 and Cz on left-handed imagery is a min value of 0.006 Hz and a max value of 0.267 Hz. This research concludes that the IAF value study provides different values, and the differences in values given need to be studied further. 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 Since birth humans are given perfect limbs by God to move. However, some humans are born with imperfect physical conditions. Therefore, people with physical disabilities need technology to make it easier for them to do their activities. One such technology is known as the Brain Computer Interface (BCI). The signal on the BCI is decoded on an electroencephalography (EEG) device for data acquisition. EEG features motor imagery which is used to visualize movement. In this final project aims to imagine hand movements by knowing the characteristics of the EEG signal. In addition, another goal is to know the research method used. The stages of the method used in this final project research are collecting EEG data obtained from literature studies, data processing and data analysis. EEG data obtained from the literature by Murat Kaya. EEG data is the result of recordings from 7 subjects for the standard stimulus and 2 subjects for the Free Form stimulus. EEG data processing consists of data sorting, pre-processing, determining Power Spectral Density (PSD), and determining Individual Alpha Frequency (IAF). Data analysis in this study is to pay attention to the behavior of the IAF on the parameters used. The parameters used to analyze changes from IAF in this study are the provision of stimulus, frequency selection and channel selection. The results showed that the difference in the IAF average value between the standard stimulus and the freeform stimulus in the right-handed imagery was 0.461 Hz, while the left-handed imagery was 0.192 Hz. The results showed that the difference in the IAF average value between the filter method and the cropping method for the right-handed imagery was 1.323 Hz, while the left-handed imagery was 1.053 Hz. The results showed that the difference in the IAF average value between channels C3, C4 and Cz on the right hand's shading was a min value of 0.01 Hz and a max value of 0.05 Hz. While the difference in the IAF average value between channels C3, C4 and Cz on left-handed imagery is a min value of 0.006 Hz and a max value of 0.267 Hz. This research concludes that the IAF value study provides different values, and the differences in values given need to be studied further.
format Final Project
author Alifia, Khalda
spellingShingle Alifia, Khalda
INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
author_facet Alifia, Khalda
author_sort Alifia, Khalda
title INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
title_short INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
title_full INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
title_fullStr INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
title_full_unstemmed INDIVIDUAL ALPHA FREQUENCY STUDY OF ELECTROENCHEPALOGRAM USING HANDS MOTOR IMAGING STIMULUS
title_sort individual alpha frequency study of electroenchepalogram using hands motor imaging stimulus
url https://digilib.itb.ac.id/gdl/view/77115
_version_ 1823653391417475072