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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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 |
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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 |
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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. |
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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 |
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Penerbit UTM Press |
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2022 |
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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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