Intelligent identification and classification of epileptic seizures using wavelet transform

被引:6
|
作者
Najumnissa, D. [1 ]
ShenbagaDevi, S. [2 ]
机构
[1] BSA Crescent Engn Coll, Dept Instrumentat & Control Engn, Madras, Tamil Nadu, India
[2] Anna Univ, Dept Elect & Commun Engn, Ctr Med Elect, Coll Engn, Madras, Tamil Nadu, India
关键词
Artificial Neural Network; ANN; Daubechies; EEG; seizures; wavelet transform;
D O I
10.1504/IJBET.2008.016963
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Epilepsy is a common neurological disorder. The need of the hour is an automated analysis of the Electroencephalographs (EEGs), which enhances efficiency of diagnosis. This paper presents simple and new approach for classifying the types of epileptic seizures. A set of feed forward neural network with wavelet feature extraction are used to process time, frequency to detect and classify the type of seizure like absence, Tonic-clonic, Febrile and Complex partial seizures. Tests of the system on EEG indicate a success rate of 94.3%. This method makes it possible as a real-time detector, which will improve the clinical service of Electroencephalographic recording.
引用
收藏
页码:293 / 314
页数:22
相关论文
共 50 条
  • [21] Semiologic classification of epileptic seizures
    Noachtar, S
    Rosenow, F
    Arnold, S
    Baumgartner, C
    Ebner, A
    Hamer, H
    Holthausen, H
    Meencke, HJ
    Muller, A
    Sakamoto, AC
    Steinhoff, BJ
    Tuxhorn, I
    Werhahn, KJ
    Winkler, PA
    Luders, HO
    NERVENARZT, 1998, 69 (02): : 117 - 126
  • [22] Reflections on classification of epileptic seizures
    Moreno-Gómez, I
    REVISTA DE NEUROLOGIA, 2002, 34 (06) : 532 - 536
  • [23] Classification of epilepsy and epileptic seizures
    Shaw, A
    JOURNAL OF THE ROYAL SOCIETY FOR THE PROMOTION OF HEALTH, 2000, 120 (01): : 9 - 9
  • [24] CLASSIFICATION OF EPILEPTIC SEIZURES AND THE EPILEPSIES
    DREIFUSS, FE
    PEDIATRIC CLINICS OF NORTH AMERICA, 1989, 36 (02) : 265 - 279
  • [25] Classification of epileptic seizures and syndromes
    Noachtar, S.
    Remi, J.
    NERVENARZT, 2012, 83 (02): : 156 - +
  • [26] CLASSIFICATION OF EPILEPTIC SEIZURES AND THE EPILEPSIES
    DREIFUSS, FE
    HENRIKSEN, O
    ACTA NEUROLOGICA SCANDINAVICA, 1992, 86 : 8 - 17
  • [27] CLASSIFICATION OF EPILEPTIC SEIZURES AND SYNDROMES
    THADANI, VM
    WILLIAMSON, PD
    SEMINARS IN NEUROLOGY, 1990, 10 (04) : 328 - 338
  • [28] Classification of Epileptic and Psychogenic Non-Epileptic Seizures Using Electroencephalography and Electrocardiography
    Xiong, Wenjuan
    Nurse, Ewan S.
    Lambert, Elisabeth
    Cook, Mark J.
    Kameneva, Tatiana
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2023, 31 : 2831 - 2838
  • [29] Selecting Statistical Characteristics of Brain Signals to Detect Epileptic Seizures using Discrete Wavelet Transform and Perceptron Neural Network
    Abbasi, Rezvan
    Esmaeilpour, Mansour
    INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2017, 4 (05): : 33 - 38
  • [30] A new approach to characterize epileptic seizures using analytic time-frequency flexible wavelet transform and fractal dimension
    Sharma, Manish
    Pachori, Ram Bilas
    Acharya, U. Rajendra
    PATTERN RECOGNITION LETTERS, 2017, 94 : 172 - 179