Use of EEG technique in a cognitive process study- A review

Cognitive processes have been widely studied using non-invasive electrical recording from the scalp called electroencephalograms (EEGs). This paper attempts to review cognitive process studies using EEG techniques according to the Layered Reference Model of the Brain (LRMB). Based on the LRMB, there...

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Main Authors: Sahar, Noor Syazwana, Mat Safri, Norlaili, Zakaria, Nor Aini
Format: Article
Language:English
Published: Penerbit UTM Press 2022
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Online Access:http://eprints.utm.my/104834/1/NorAiniZakaria2022_UseofEEGTechniqueinaCognitiveProcessStudy.pdf
http://eprints.utm.my/104834/
http://dx.doi.org/10.11113/elektrika.v21n2.366
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Institution: Universiti Teknologi Malaysia
Language: English
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spelling my.utm.1048342024-03-25T08:52:34Z http://eprints.utm.my/104834/ Use of EEG technique in a cognitive process study- A review Sahar, Noor Syazwana Mat Safri, Norlaili Zakaria, Nor Aini TK Electrical engineering. Electronics Nuclear engineering Cognitive processes have been widely studied using non-invasive electrical recording from the scalp called electroencephalograms (EEGs). This paper attempts to review cognitive process studies using EEG techniques according to the Layered Reference Model of the Brain (LRMB). Based on the LRMB, there are six layers of cognitive processes: Layer 1 (Sensation), Layer 2 (Memory), Layer 3 (Perception), Layer 4 (Action), Layer 5 (Meta cognitive function), and Layer 6 (Higher cognitive function). Each layer of cognitive processes will be presented with a few example research studies. Valuable information from research studies, such as the electrode of interest, task assessment used and EEG analysis applied, will be indicated and discussed to help the reader understand and select the appropriate task assessment and EEG analysis. All extracted EEG information can be extended for use in machine learning. Penerbit UTM Press 2022 Article PeerReviewed application/pdf en http://eprints.utm.my/104834/1/NorAiniZakaria2022_UseofEEGTechniqueinaCognitiveProcessStudy.pdf Sahar, Noor Syazwana and Mat Safri, Norlaili and Zakaria, Nor Aini (2022) Use of EEG technique in a cognitive process study- A review. ELEKTRIKA- Journal of Electrical Engineering, 21 (2). pp. 24-32. ISSN 0128-4428 http://dx.doi.org/10.11113/elektrika.v21n2.366 DOI : 10.11113/elektrika.v21n2.366
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Sahar, Noor Syazwana
Mat Safri, Norlaili
Zakaria, Nor Aini
Use of EEG technique in a cognitive process study- A review
description Cognitive processes have been widely studied using non-invasive electrical recording from the scalp called electroencephalograms (EEGs). This paper attempts to review cognitive process studies using EEG techniques according to the Layered Reference Model of the Brain (LRMB). Based on the LRMB, there are six layers of cognitive processes: Layer 1 (Sensation), Layer 2 (Memory), Layer 3 (Perception), Layer 4 (Action), Layer 5 (Meta cognitive function), and Layer 6 (Higher cognitive function). Each layer of cognitive processes will be presented with a few example research studies. Valuable information from research studies, such as the electrode of interest, task assessment used and EEG analysis applied, will be indicated and discussed to help the reader understand and select the appropriate task assessment and EEG analysis. All extracted EEG information can be extended for use in machine learning.
format Article
author Sahar, Noor Syazwana
Mat Safri, Norlaili
Zakaria, Nor Aini
author_facet Sahar, Noor Syazwana
Mat Safri, Norlaili
Zakaria, Nor Aini
author_sort Sahar, Noor Syazwana
title Use of EEG technique in a cognitive process study- A review
title_short Use of EEG technique in a cognitive process study- A review
title_full Use of EEG technique in a cognitive process study- A review
title_fullStr Use of EEG technique in a cognitive process study- A review
title_full_unstemmed Use of EEG technique in a cognitive process study- A review
title_sort use of eeg technique in a cognitive process study- a review
publisher Penerbit UTM Press
publishDate 2022
url http://eprints.utm.my/104834/1/NorAiniZakaria2022_UseofEEGTechniqueinaCognitiveProcessStudy.pdf
http://eprints.utm.my/104834/
http://dx.doi.org/10.11113/elektrika.v21n2.366
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