A Semi-Automated Method for Epileptiform Transient Detection in the EEG of the Fetal Sheep Using Time-Frequency Analysis

被引:7
|
作者
Walbran, Anita C. [1 ]
Unsworth, Charles P. [1 ]
Gunn, Alistair J. [2 ]
Bennet, Laura [2 ]
机构
[1] Univ Auckland, Dept Engn Sci, Auckland 1010, New Zealand
[2] Univ Auckland, Fac Med & Hlth Sci, Dept Physiol, Auckland 92019, New Zealand
来源
2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20 | 2009年
关键词
AUTOMATIC DETECTION; HYPOTHERMIA; MULTISTAGE; EVENTS;
D O I
10.1109/IEMBS.2009.5332431
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Perinatal hypoxia remains a significant cause of brain damage. Currently there are no biomarkers to detect the at risk brain. Recent research, however, suggests that the appearance of epileptiform transients in the first 6-8 hours after hypoxia (the latent phase of injury) are predictive of neural outcome. To quantify this further a key need is to automate EEG signal analysis to aid clinical staff with the vast amounts of complex data to review. In this study, we present a semi-automated method for spike detection in the fetal sheep EEG. The method utilizes the short time Fourier transform and peak separation to extract spikes. The performance of the method was found to be high in sensitivity and selectivity over 3 distinct time points.
引用
收藏
页码:17 / +
页数:2
相关论文
共 50 条
  • [41] A method of EEG time-frequency analysis based on the improved S-transform
    Zhang, Shaobai
    Huang, Dandan
    Journal of Computational Information Systems, 2014, 10 (01): : 145 - 151
  • [42] Time-frequency analysis of fetal heartbeat fluctuation using wavelet transform
    Kimura, Y
    Okamura, K
    Watanabe, T
    Yaegashi, N
    Uehara, S
    Yajima, A
    AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 1998, 275 (06): : H1993 - H1999
  • [43] Spike Detection in the Preterm Fetal Sheep EEG using Haar Wavelet Analysis
    Walbran, Anita C.
    Unsworth, Charles P.
    Gunn, Alistair J.
    Bennet, Laura
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 7063 - 7066
  • [44] <bold>A Time-Frequency Based Method for the Detection of Epileptic Seizures in EEG Recordings</bold>
    Tzallas, Alexandros T.
    Tsipouras, Markos G.
    Fotiadis, Dirnitrios I.
    TWENTIETH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, PROCEEDINGS, 2007, : 135 - +
  • [45] Analysis of time-frequency transient components using phase chirping operator
    Ioana, Cornet
    Jarrot, Arnaud
    Quinquis, Andre
    Stankovic, Srdjan
    Stankovic, Ljubisa
    2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 2624 - 2627
  • [46] Detection of fetal breathing movements with joint time-frequency analysis of cardiotocogram records
    Moczko, JA
    Jezewski, J
    Gacek, A
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 1501 - 1504
  • [47] Automatic Detection of Epileptiform EEG Discharges based on the Semi-Classical Signal Analysis (SCSA) method
    Li, Peihao
    Piliouras, Evangelos
    Poghosyan, Vahe
    AlHameed, Majed
    Laleg-Kirati, Taous-Meriem
    2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 928 - 931
  • [48] Multiple-fault detection in water pipelines using transient-based time-frequency analysis
    Sun, Jilong
    Wang, Ronghe
    Duan, Huan-Feng
    JOURNAL OF HYDROINFORMATICS, 2016, 18 (06) : 975 - 989
  • [49] EEG analysis of Parkinson?s disease using time-frequency analysis and deep learning
    Zhang, Ruilin
    Jia, Jian
    Zhang, Rui
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2022, 78
  • [50] Dynamic time-frequency analysis method for transient signal in power system network
    Zhao Baoqun
    Wang Yuanyang
    7TH INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION AND CONTROL TECHNOLOGY: MEASUREMENT THEORY AND SYSTEMS AND AERONAUTICAL EQUIPMENT, 2008, 7128