Analysis of biomedical EEG signals using wavelet transforms and multifractal analysis

2010 IEEE International Conference on Communication Control and Computing Technologies, ICCCCT 2010

Volumn , Issue , 2010, Pages 544-549

  Easwaramoorthy, D ^a   Uthayakumar, R ^a  

^a GANDHIGRAM RURAL UNIVERSITY   (India)

Author keywords

Discrete wavelet transform; Electroencephalogram; Epilepsy; Fractals; Generalized fractal dimensions

Indexed keywords

BIOMEDICAL SIGNAL; CHAOTIC NATURE; DEGREE OF DISORDER; DETAIL COEFFICIENTS; DETECTION RATES; EEG SIGNALS; ELECTROENCEPHALOGRAM; EPILEPSY; EPILEPTIC PATIENTS; EPILEPTIC SEIZURES; FRACTAL ANALYSIS; GENERALIZED FRACTAL DIMENSIONS; HEALTHY SUBJECTS; MULTI FRACTALS; MULTI-FRACTAL ANALYSIS; MULTISCALES; PRE-PROCESSING STEP; STATISTICAL TOOLS;

BIOELECTRIC PHENOMENA; DISCRETE WAVELET TRANSFORMS; ELECTROENCEPHALOGRAPHY; FRACTAL DIMENSION; SIGNAL PROCESSING; STATISTICAL MECHANICS; WAVELET DECOMPOSITION;

SIGNAL DETECTION;

EID: 78751548213     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCCCT.2010.5670780     Document Type: Conference Paper

References (15)

1. Niina Paivinen, Seppo Lammi, Asla Pitkanen and et al., "Epileptic seizure detection: A nonlinear view point," Computer Methods and Programs in Biomedicine, vol. 79, 2005, pp. 151-159.
2. N. Kannathal, Min Lim Choo, U. Rajendra Acharya and P.K. Sadasivan, "Entropies for detection of epilepsy in EEG," Computer Methods and Programs in Biomedicine, vol. 80, 2005, pp. 187-194.
3. nd ed., Academic Press, USA, 1993.
4. nd ed., John Wiley & Sons Ltd, England, 2003.
5. Hasan Ocak, "Optimal classification of epileptic seizures in EEG using wavelet analysis and genetic algorithm," Signal Processing, vol. 88, 2008, pp. 1858-1867.
6. Hasan Ocak, "Automatic detection of epileptic seizures in EEG using discrete wavelet transform and approximate entropy," Expert Systems with Applications, vol. 36, 2009, pp. 2027-2036.
7. A. Subasi, "Application of adaptive neuro-fuzzy inference system for epileptic seizure detection using wavelet feature extraction," Computers in Biology and Medicine, vol. 37, 2007, pp. 227-244.
8. Tapan Gandhi, Bijay Ketan Panigrahi, Manvir Bhatia and Sneh Anand, "Expert model for detection of epileptic activity in EEG signature," Expert Systems with Applications, vol. 37, 2010, pp. 3513-3520.
9. P. Grassberger, "Generalized dimensions of strange attractors," Physics Letters A, vol. 97, 1983, pp. 227-320.
10. M. Lakshmanan and S. Rajasekar, "Nonlinear Dynamics: Integrability, Chaos and Patterns," Springer-Verlag Heidelberg, 2003.
11. H.G.E. Hentschel and Itamar Procaccia, "The Infinite Number of Generalized Dimensions of Fractals and Strange Attractors," Physica 8D, 1983, pp. 435-444.
12. Amir H. Meghdadi, Witold Kinser and Reza Fazel-Rezai, "Characterization of Healthy and Epileptic Brain EEG Signals by Monofractal and Multifractal Analysis," IEEE Press, 2008, pp. 001407-001411.
13. Vladimir Kulish, Alexei Sourin and Olga Sourina, "Human Electroencephalograms seen as fractal time series: Mathematical analysis and visualization," Computers in Biology and Medicine, vol. 36, 2006, pp. 291-302.
14. R.G. Andrzejak, Klaus Lehnertz, Florian Mormann and et al., "Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state," Physical Review E, vol. 64, 2001, pp. 061907-1-061907-8.
15. Clinic of Epileptology of the University Hospital of Bonn, "Website: http://www.epileptologie-bonn.de/".