Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB

Since the 20th century, neuroscience has seen a resurgence in the research field with technological advances. EEG, an electrophysiological monitoring method was first introduced in 1912 and was conducted on animals. It is now certified to be used on humans and multiple software have been created to...

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Main Author: Sng, Brian Wen Hao
Other Authors: Zhang Yilei
Format: Final Year Project
Language:English
Published: 2018
Subjects:
Online Access:http://hdl.handle.net/10356/75069
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-750692023-03-04T18:21:58Z Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB Sng, Brian Wen Hao Zhang Yilei School of Mechanical and Aerospace Engineering DRNTU::Engineering Since the 20th century, neuroscience has seen a resurgence in the research field with technological advances. EEG, an electrophysiological monitoring method was first introduced in 1912 and was conducted on animals. It is now certified to be used on humans and multiple software have been created to analyse data from EEG. One such software is a package by MATLAB, called EEGLAB. Analysis of EEG recordings by subjects undergoing tactile stimuli on their fingers will be done by EEGLAB. This will include identification and subsequent rejection of artifacts present in the EEG recordings. This report aims to utilise EEGLAB’s inbuilt functions such as applying basic Finite Impulse Response(FIR) filter of 7-13Hz, Independent Component Analysis(ICA) to produce individual channel plots and component maps to get information about the brain when subjected to an external stimulus which requires the subject to touch surfaces of different roughness. Bachelor of Engineering (Mechanical Engineering) 2018-05-28T03:56:56Z 2018-05-28T03:56:56Z 2018 Final Year Project (FYP) http://hdl.handle.net/10356/75069 en Nanyang Technological University 45 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering
spellingShingle DRNTU::Engineering
Sng, Brian Wen Hao
Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
description Since the 20th century, neuroscience has seen a resurgence in the research field with technological advances. EEG, an electrophysiological monitoring method was first introduced in 1912 and was conducted on animals. It is now certified to be used on humans and multiple software have been created to analyse data from EEG. One such software is a package by MATLAB, called EEGLAB. Analysis of EEG recordings by subjects undergoing tactile stimuli on their fingers will be done by EEGLAB. This will include identification and subsequent rejection of artifacts present in the EEG recordings. This report aims to utilise EEGLAB’s inbuilt functions such as applying basic Finite Impulse Response(FIR) filter of 7-13Hz, Independent Component Analysis(ICA) to produce individual channel plots and component maps to get information about the brain when subjected to an external stimulus which requires the subject to touch surfaces of different roughness.
author2 Zhang Yilei
author_facet Zhang Yilei
Sng, Brian Wen Hao
format Final Year Project
author Sng, Brian Wen Hao
author_sort Sng, Brian Wen Hao
title Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
title_short Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
title_full Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
title_fullStr Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
title_full_unstemmed Analysis of EEG trials with external tactile stimulus-identification and rejection of artifacts using EEGLAB
title_sort analysis of eeg trials with external tactile stimulus-identification and rejection of artifacts using eeglab
publishDate 2018
url http://hdl.handle.net/10356/75069
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