Can EEG processing reveal seizure prediction patterns?

被引:0
|
作者
Tito, Maria T. [1 ]
Ayala, Melvin [1 ]
Yaylali, Ilker [1 ]
Cabrerizo, Mercedes [1 ]
Barreto, Armando [1 ]
Rishe, Naphtali [1 ]
Adjouadi, Malek [1 ]
机构
[1] Florida Int Univ, Dept Elect & Comp Engn, 10555 W Fragler St, Miami, FL 33174 USA
基金
美国国家科学基金会;
关键词
EEG; epilepsy; seizure prediction;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Epilepsy is characterized by an unexpected and frequent malfunction of the brain. Electrical activity in the brain has been studied for years in an attempt to predict seizures. This paper processes raw intracranial EEG recordings from different subjects in the time prior to seizure. A set of indicators is extracted from non-overlapping scrolling windows of I sec duration. The objective was to identify patterns that reveal that a seizure is developing before it occurs. While the exhaustive analysis did not detect patterns appropriate to predict a seizure, some indicators were observed to behave in time more similar independent of the subject. Similar time evolution was found for the activity and the power of the alpha and delta bands. It is also shown that the behavior of the correlation integral is somehow similar minutes before the seizure.
引用
收藏
页码:47 / +
页数:3
相关论文
共 50 条
  • [1] Classification of patterns of EEG synchronization for seizure prediction
    Mirowski, Piotr
    Madhavan, Deepak
    LeCun, Yann
    Kuzniecky, Ruben
    CLINICAL NEUROPHYSIOLOGY, 2009, 120 (11) : 1927 - 1940
  • [2] Seizure Prediction Based on Classification of EEG Synchronization Patterns with On-line Retraining and Post-Processing Scheme
    Chiang, Cheng-Yi
    Chang, Nai-Fu
    Chen, Tung-Chien
    Chen, Hong-Hui
    Chen, Liang-Gee
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 7564 - 7569
  • [3] EEG epilepsy seizure prediction: the post-processing stage as a chronology
    Batista, Joana
    Pinto, Mauro F.
    Tavares, Mariana
    Lopes, Fabio
    Oliveira, Ana
    Teixeira, Cesar
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [4] EEG epilepsy seizure prediction: the post-processing stage as a chronology
    Joana Batista
    Mauro F. Pinto
    Mariana Tavares
    Fábio Lopes
    Ana Oliveira
    César Teixeira
    Scientific Reports, 14
  • [5] CLINICALLY SILENT EEG SEIZURE PATTERNS
    KARBOWSKI, K
    ROBERT, F
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1971, 31 (05): : 532 - +
  • [6] SEIZURE AND EEG PATTERNS IN ANGELMANS SYNDROME
    VIANI, F
    ROMEO, A
    VIRI, M
    MASTRANGELO, M
    LALATTA, F
    SELICORNI, A
    GOBBI, G
    LANZI, G
    BETTIO, D
    BRISCIOLI, V
    DISEGNI, M
    PARINI, R
    TERZOLI, G
    JOURNAL OF CHILD NEUROLOGY, 1995, 10 (06) : 467 - 471
  • [7] Nonlinear analysis of EEG for seizure prediction
    Iqbal, Sadaf
    Khan, Yusuf Uzzarnan
    Farooq, Omar
    2015 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2015,
  • [8] EEG Seizure Prediction: Measures and Challenges
    Aarabi, A.
    Fazel-Rezai, R.
    Aghakhani, Y.
    2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 1864 - +
  • [9] Seizure prediction by nonlinear EEG analysis
    Lehnertz, K
    Mormann, F
    Kreuz, T
    Andrzejak, RG
    Rieke, C
    David, P
    Elger, CE
    IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2003, 22 (01): : 57 - 63
  • [10] EEG ANALYSIS AND EPILEPTIC SEIZURE PREDICTION
    VIGLIONE, SS
    WALSH, GO
    YEAGER, CL
    SPIRE, JP
    EPILEPSIA, 1977, 18 (02) : 289 - 289