International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Since Year 2012 | Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 97

Research Paper | Biological Engineering | India | Volume 3 Issue 6, June 2014


Classification of Electroencephalogram Using Wavelet Transform and Neural Network

Sachin M. Rathod | S. C. Kulkarni


Abstract: Electroencephalogram (EEG) being a non-stationary signal its analysis using the Fourier Transform (FT) and Short Time Fourier Transform (STFT) is limited to a selection of window in which signal remains stationary. In this paper we will classify the Electroencephalogram (EEG) using Wavelet Transform (WT) and Feed Forward Neural Network. The database of Sleep EEG and Epileptic EEG are obtained from the www. physionet. org in the EDF (European Data File) file. The various features of EEG are obtained using WT these feature namely are delta; theta; alpha and beta. Any one of features described is dominant during a particular stages of sleep or when patient is alert; however with the age of patient; feature distribution with condition of patient may change i. e. dominant feature during particular stage of sleep is not same for different age group of patients. The feature vector obtained is given as input to Feed forward Neural Network (FFNN) for classification. Hence alertness level of a patient can be classified as sleep; drowsy and alert.


Keywords: EDF European Data File, EDFbrowser Electro-encephalogram, Feed Forward Neural Network, Fourier Transform FT, physioorgnet, Polyman, STFT, WT


Edition: Volume 3 Issue 6, June 2014,


Pages: 932 - 935

Classification of Electroencephalogram Using Wavelet Transform and Neural Network


How to Cite this Article?

Sachin M. Rathod, S. C. Kulkarni, "Classification of Electroencephalogram Using Wavelet Transform and Neural Network", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=2014397, Volume 3 Issue 6, June 2014, 932 - 935, #ijsrnet

How to Share this Article?

Enter Your Email Address




Similar Articles with Keyword 'WT'

Downloads: 2

Informative Article, Biological Engineering, India, Volume 10 Issue 10, October 2021

Pages: 1319 - 1322

Recent Trends in Treatment of Cancer using Biomaterials

Diya Rose Sabu

Share this Article

Downloads: 86

Research Paper, Biological Engineering, Algeria, Volume 3 Issue 10, October 2014

Pages: 2329 - 2333

Mutational Selection and Characterization of a Lysine-Producing Strain of Corynebacteriumglutamicum

Trad Khodja.D. | Hellal-Benateya.A. | Kehal.F. | Hamidi.Y. | Dekmara.I. | Derkaoua.S. | Lindley.N.D

Share this Article


Top