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Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram

Epilepsy is a medical term which indicates a common neurological disorder characterized by seizures, because of abnormal neuronal activity. This leads to unconsciousness or even a convulsion. The possible etiologies should be evaluated and treated. Therefore, it is necessary to concentrate not only...

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Detalles Bibliográficos
Autores principales: Khoa, Truong Quang Dang, Ha, Vo Quang, Toi, Vo Van
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296200/
https://www.ncbi.nlm.nih.gov/pubmed/22461844
http://dx.doi.org/10.1155/2012/461426
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author Khoa, Truong Quang Dang
Ha, Vo Quang
Toi, Vo Van
author_facet Khoa, Truong Quang Dang
Ha, Vo Quang
Toi, Vo Van
author_sort Khoa, Truong Quang Dang
collection PubMed
description Epilepsy is a medical term which indicates a common neurological disorder characterized by seizures, because of abnormal neuronal activity. This leads to unconsciousness or even a convulsion. The possible etiologies should be evaluated and treated. Therefore, it is necessary to concentrate not only on finding out efficient treatment methods, but also on developing algorithm to support diagnosis. Currently, there are a number of algorithms, especially nonlinear algorithms. However, those algorithms have some difficulties one of which is the impact of noise on the results. In this paper, in addition to the use of fractal dimension as a principal tool to diagnose epilepsy, the combination between ICA algorithm and averaging filter at the preprocessing step leads to some positive results. The combination which improved the fractal algorithm become robust with noise on EEG signals. As a result, we can see clearly fractal properties in preictal and ictal period so as to epileptic diagnosis.
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spelling pubmed-32962002012-03-29 Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram Khoa, Truong Quang Dang Ha, Vo Quang Toi, Vo Van Comput Math Methods Med Research Article Epilepsy is a medical term which indicates a common neurological disorder characterized by seizures, because of abnormal neuronal activity. This leads to unconsciousness or even a convulsion. The possible etiologies should be evaluated and treated. Therefore, it is necessary to concentrate not only on finding out efficient treatment methods, but also on developing algorithm to support diagnosis. Currently, there are a number of algorithms, especially nonlinear algorithms. However, those algorithms have some difficulties one of which is the impact of noise on the results. In this paper, in addition to the use of fractal dimension as a principal tool to diagnose epilepsy, the combination between ICA algorithm and averaging filter at the preprocessing step leads to some positive results. The combination which improved the fractal algorithm become robust with noise on EEG signals. As a result, we can see clearly fractal properties in preictal and ictal period so as to epileptic diagnosis. Hindawi Publishing Corporation 2012 2012-02-22 /pmc/articles/PMC3296200/ /pubmed/22461844 http://dx.doi.org/10.1155/2012/461426 Text en Copyright © 2012 Truong Quang Dang Khoa et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Khoa, Truong Quang Dang
Ha, Vo Quang
Toi, Vo Van
Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title_full Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title_fullStr Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title_full_unstemmed Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title_short Higuchi Fractal Properties of Onset Epilepsy Electroencephalogram
title_sort higuchi fractal properties of onset epilepsy electroencephalogram
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296200/
https://www.ncbi.nlm.nih.gov/pubmed/22461844
http://dx.doi.org/10.1155/2012/461426
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