Time-frequency extraction of EEG spike events for seizure detection in neonate

被引：0

作者：

Hassanpour, H ^{[1
]}

Williams, W ^{[1
]}

Mesbah, M ^{[1
]}

Boashash, B ^{[1
]}

机构：

[1] Queensland Univ Technol, Signal Proc Res Ctr, Brisbane, Qld 4001, Australia

来源：

ISSPA 2001: SIXTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOLS 1 AND 2, PROCEEDINGS | 2001年

关键词：

D O I：

暂无

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

There are a number of approaches for analysing EEG signals in the time, frequency, and time-frequency domains. However due to the nonstationarity of the EEG signals, the time-frequency methods proved to be superior. This paper presents a new method for detection of newborn EEG seizure activity in the time-frequency domain. The proposed approach utilises 30-second epochs of EEG signal and analyses one frequency slice of their time-frequency representations at about 75 Rz. Spiking activity in these high frequency slices are used to distinguish between seizure and nonseizure activities. Using histograms of intervals between successive spikes, we were able to show the dramatic difference between spikes originating from seizure and those from nonseizure. This finding led to this novel method of seizure detection in newborn babies.

引用

页码：246 / 249

页数：4

共 50 条

[1] Neonatal EEG seizure detection using spike signatures in the time-frequency domain
Hassanpour, H
Mesbah, M
[J]. SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 2, PROCEEDINGS, 2003, : 41 - 44
[2] Comparative performance of time-frequency based newborn EEG seizure detection using spike signatures
Hassanpour, H
Mesbah, M
Boashash, B
[J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SPEECH II; INDUSTRY TECHNOLOGY TRACKS; DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS; NEURAL NETWORKS FOR SIGNAL PROCESSING, 2003, : 389 - 392
[3] Neonates' EEG spike detection using a time-frequency approach
Zarjam, P
Azemi, G
Boashash, B
[J]. ISSPA 2005: THE 8TH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOLS 1 AND 2, PROCEEDINGS, 2005, : 183 - 186
[4] EEG spike detection using time-frequency signal analysis
Hassanpour, H
Mesbah, M
Boashash, B
[J]. 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL V, PROCEEDINGS: DESIGN AND IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS INDUSTRY TECHNOLOGY TRACKS MACHINE LEARNING FOR SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING SIGNAL PROCESSING FOR EDUCATION, 2004, : 421 - 424
[5] Enhanced time-frequency features for neonatal EEG seizure detection
Hassanpour, H
Mesbah, M
Boashash, B
[J]. PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL V: BIO-MEDICAL CIRCUITS & SYSTEMS, VLSI SYSTEMS & APPLICATIONS, NEURAL NETWORKS & SYSTEMS, 2003, : 29 - 32
[6] Detection of newborns' EEG seizure using time-frequency divergence measures
Zarjam, P
Azemi, G
Mesbah, M
Boashash, B
[J]. 2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL V, PROCEEDINGS: DESIGN AND IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS INDUSTRY TECHNOLOGY TRACKS MACHINE LEARNING FOR SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING SIGNAL PROCESSING FOR EDUCATION, 2004, : 429 - 432
[7] The use of time-frequency distributions for epileptic seizure detection in EEG recordings
Tzallas, Alexandros T.
Tsipouras, Markos G.
Fotiadis, Dimitrios I.
[J]. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 3 - +
[8] Haralick feature extraction from time-frequency images for epileptic seizure detection and classification of EEG data
Boubchir, Larbi
Al-Maadeed, Somaya
Bouridane, Ahmed
[J]. 2014 26TH INTERNATIONAL CONFERENCE ON MICROELECTRONICS (ICM), 2014, : 32 - 35
[9] A time-frequency approach for spike detection
Hassanpour, H
Mesbah, M
Boashash, B
[J]. ICECS 2003: PROCEEDINGS OF THE 2003 10TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS, VOLS 1-3, 2003, : 56 - 59
[10] NEONATAL SEIZURE DETECTION AND LOCALIZATION USING TIME-FREQUENCY ANALYSIS OF MULTICHANNEL EEG
Khlif, M. S.
Mesbah, M.
Boashash, B.
Colditz, P.
[J]. ICSPC: 2007 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1-3, PROCEEDINGS, 2007, : 1567 - 1570

← 1 2 3 4 5 →