EPILEPSY DETECTION USING DETRENDED FLUCTUATION ANALYSIS

被引：7

作者：

Shalbaf, Reza ^{[1
]}

Hosseini, Pegah Tayaranian ^{[2
]}

Analoui, Morteza ^{[3
]}

机构：

[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran

[2] Amirkabir Univ Technol, Dept Biomed Engn, Tehran, Iran

[3] Iran Univ Sci & Technol, Dept Comp Engn, Tehran, Iran

来源：

PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION | 2009年

关键词：

Detrended fluctuation analysis; linear discriminant analysis; standard deviation; seizure detection; EEG; CLASSIFICATION;

D O I：

10.1109/ICWAPR.2009.5207454

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

Epilepsy is a disorder of the central nervous system characterized by the loss of consciousness and convulsions. If some early warning signal of an upcoming seizure (diagnosis of preictal period) could be detected, proper treatment could be applied to the patient to help prevent the seizure. In (his article, Detrended Fluctuation Analysis (DFA) has been introduced and used to extract the DFA feature from EEG signal. DFA is a scaling analysis method that provides a simple quantitative parameter to represent the correlation properties of a signal. Using this feature along with Standard Deviation of EEG signal, we come to 100% separation of Normal, Preictal, and Ictal states of the brain.

引用

下载

页码：235 / +

页数：2

共 50 条

[1] Epilepsy Detection Using Empirical Mode Decomposition and Detrended Fluctuation Analysis
Mert, Ahmet
Akan, Aydin
2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2015, : 895 - 898
[2] Detrended fluctuation analysis in the presurgical evaluation of epilepsy patients
Auno, S.
Nevalainen, P.
Vanhanen, J.
Wilenius, J.
Peltola, M.
Palva, J. M.
Lauronen, L.
EPILEPSIA, 2023, 64 : 247 - 247
[3] Detection of crossover points in detrended fluctuation analysis: an application to EEG signals of patients with epilepsy
Mesquita, Victor Barreto
Oliveira Filho, Florencio Mendes
Rodrigues, Paulo Canas
BIOINFORMATICS, 2021, 37 (09) : 1278 - 1284
[4] Detrended fluctuation analysis using orthogonal polynomials
Govindan, R. B.
PHYSICAL REVIEW E, 2020, 101 (01)
[5] Detrended fluctuation analysis in the presurgical evaluation of parietal lobe epilepsy patients
Auno, Sami
Lauronen, Leena
Wilenius, Juha
Peltola, Maria
Vanhatalo, Sampsa
Palva, J. Matias
CLINICAL NEUROPHYSIOLOGY, 2021, 132 (07) : 1515 - 1525
[6] Damage detection of structures with detrended fluctuation and detrended crosscorrelation analyses
Lin, Tzu-Kang
Fajri, Haikal
SMART MATERIALS AND STRUCTURES, 2017, 26 (03)
[7] Monitoring the Depth of Anaesthesia using Detrended Fluctuation Analysis
Li, Xiaoou
Wang, Feng
Wu, Guilong
2015 INTERNATIONAL SYMPOSIUM ON BIOELECTRONICS AND BIOINFORMATICS (ISBB), 2015, : 11 - 14
[8] Detection of crossover time scales in multifractal detrended fluctuation analysis
Erjia Ge
Yee Leung
Journal of Geographical Systems, 2013, 15 : 115 - 147
[9] Accurate classification of epilepsy seizure types using wavelet packet decomposition and local detrended fluctuation analysis
Tang, Lihan
Zhao, Menglian
Wu, Xiaobo
ELECTRONICS LETTERS, 2020, 56 (17) : 861 - 862
[10] Detection of crossover time scales in multifractal detrended fluctuation analysis
Ge, Erjia
Leung, Yee
JOURNAL OF GEOGRAPHICAL SYSTEMS, 2013, 15 (02) : 115 - 147

← 1 2 3 4 5 →