Discrimination of Brain States Using Wavelet and Power Spectral Density

Cognitive task produces activation in the brain which are different from normal state. In order to study the brain behavior during cognitive state, different techniques are available. Wavelet energy and power spectral density (PSD) are well established methods for brain signal classification. In thi...

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Main Authors: Zafar, Raheel, Malik, Aamir Saeed, Amin, Hafeez Ullah, Kamel , Nidal, Dass, Sarat Chandra
Other Authors: Arik, Sabri
Format: Book Section
Published: Springer International Publishing 2015
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Online Access:http://eprints.utp.edu.my/11837/1/Discrimination%20of%20Brain%20States%20Using%20Wavelet%20and%20Power%20Spectral%20Density.pdf
http://eprints.utp.edu.my/11837/
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spelling my.utp.eprints.118372016-10-07T01:42:39Z Discrimination of Brain States Using Wavelet and Power Spectral Density Zafar, Raheel Malik, Aamir Saeed Amin, Hafeez Ullah Kamel , Nidal Dass, Sarat Chandra Q Science (General) T Technology (General) Cognitive task produces activation in the brain which are different from normal state. In order to study the brain behavior during cognitive state, different techniques are available. Wavelet energy and power spectral density (PSD) are well established methods for brain signal classification. In this paper, cognitive state of the brain is compared with the baseline using EEG. Data are taken from all lobes of the brain to see the effect of cognitive task in the whole brain and analyzed using wavelet energy and PSD. Graph of wavelet energy and power spectral density are plotted separately for each subject to see the effect individually. Individual results showed that the behavior of human brain change with the cognitive task and this change occurred in most of the human brain. This change is due to the neural activity which is increased during the cognitive task (IQ) and is better measured with wavelet compared to PSD. Springer International Publishing Arik, Sabri Huang, Tingwen Lai, Weng Kin Liu, Qingshan 2015-11-18 Book Section PeerReviewed application/pdf http://eprints.utp.edu.my/11837/1/Discrimination%20of%20Brain%20States%20Using%20Wavelet%20and%20Power%20Spectral%20Density.pdf Zafar, Raheel and Malik, Aamir Saeed and Amin, Hafeez Ullah and Kamel , Nidal and Dass, Sarat Chandra (2015) Discrimination of Brain States Using Wavelet and Power Spectral Density. In: Neural Information Processing. Springer International Publishing. http://eprints.utp.edu.my/11837/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic Q Science (General)
T Technology (General)
spellingShingle Q Science (General)
T Technology (General)
Zafar, Raheel
Malik, Aamir Saeed
Amin, Hafeez Ullah
Kamel , Nidal
Dass, Sarat Chandra
Discrimination of Brain States Using Wavelet and Power Spectral Density
description Cognitive task produces activation in the brain which are different from normal state. In order to study the brain behavior during cognitive state, different techniques are available. Wavelet energy and power spectral density (PSD) are well established methods for brain signal classification. In this paper, cognitive state of the brain is compared with the baseline using EEG. Data are taken from all lobes of the brain to see the effect of cognitive task in the whole brain and analyzed using wavelet energy and PSD. Graph of wavelet energy and power spectral density are plotted separately for each subject to see the effect individually. Individual results showed that the behavior of human brain change with the cognitive task and this change occurred in most of the human brain. This change is due to the neural activity which is increased during the cognitive task (IQ) and is better measured with wavelet compared to PSD.
author2 Arik, Sabri
author_facet Arik, Sabri
Zafar, Raheel
Malik, Aamir Saeed
Amin, Hafeez Ullah
Kamel , Nidal
Dass, Sarat Chandra
format Book Section
author Zafar, Raheel
Malik, Aamir Saeed
Amin, Hafeez Ullah
Kamel , Nidal
Dass, Sarat Chandra
author_sort Zafar, Raheel
title Discrimination of Brain States Using Wavelet and Power Spectral Density
title_short Discrimination of Brain States Using Wavelet and Power Spectral Density
title_full Discrimination of Brain States Using Wavelet and Power Spectral Density
title_fullStr Discrimination of Brain States Using Wavelet and Power Spectral Density
title_full_unstemmed Discrimination of Brain States Using Wavelet and Power Spectral Density
title_sort discrimination of brain states using wavelet and power spectral density
publisher Springer International Publishing
publishDate 2015
url http://eprints.utp.edu.my/11837/1/Discrimination%20of%20Brain%20States%20Using%20Wavelet%20and%20Power%20Spectral%20Density.pdf
http://eprints.utp.edu.my/11837/
_version_ 1738655985203937280
score 13.19449