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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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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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/ |
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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 |
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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. |
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Arik, Sabri |
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Arik, Sabri Zafar, Raheel Malik, Aamir Saeed Amin, Hafeez Ullah Kamel , Nidal Dass, Sarat Chandra |
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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/ |
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13.214268 |