Abstract:
In this paper we compare two methods, based on the Gabor and wavelet transforms, to quantify and visualize the time evolution of frequency contents of electroencephalogram (EEG) time series. We found an optimal correlation between EEG visual inspection and the proposed methods in the characterization of the frequency and energy content of characteristic activity during an epileptic seizure. The quasimonofrequency behavior observed in the epileptic EEG series, in a previous work using a Gabor analysis [J. Inst. Electr. Eng. 93, 429 (1946)], is confirmed with the analysis using a wavelet. Moreover, the method based on the wavelet transform allows us to build a detector of epileptic events. Both methods are exemplified with EEG series obtained with depth electrodes in refractory epileptic patients. © 1996 The American Physical Society.
Registro:
Documento: |
Artículo
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Título: | Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms |
Autor: | Blanco, S.; D'Attellis, C.E.; Isaacson, S.I.; Rosso, O.A.; Sirae, R.O. |
Filiación: | Instituto de Cálculo, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Pabellón II, Buenos Aires, 1428, Argentina Departamento de Matemática, Facultad de Ingeniería, Universidad de Buenos Aires, Paseo Colón 850, Buenos Aires, 1063, Argentina
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Año: | 1996
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Volumen: | 54
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Número: | 6
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Página de inicio: | 6661
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Página de fin: | 6672
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DOI: |
http://dx.doi.org/10.1103/PhysRevE.54.6661 |
Título revista: | Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics
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Título revista abreviado: | Phys Rev E.
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ISSN: | 1063651X
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PDF: | https://bibliotecadigital.exactas.uba.ar/download/paper/paper_1063651X_v54_n6_p6661_Blanco.pdf |
Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_1063651X_v54_n6_p6661_Blanco |
Referencias:
- (1987) Handbook of Electroencephalography and Clinical Neurophysiology, Vol. I: Methods of Analysis of Brain Electrical and Magnetic Signals, , A. Gevins, A. Rémond, Elsevier, Amsterdam, edited by, and
- (1986) Handbook of Electroencephalography and Clinical Neurophysiology, Vol. II: Clinical Applications of Computer Analysis of EEG and Other Neurophysiological Signals, , F. H. Lopes da Silva, Storm van Leeuwen, A. Rémond, Elsevier, Amsterdam, edited by, and
- (1987) Electroencephalography, Basic Principles, Clinical Applications, and Related Field, , E. Niedermeyer, F. H. Lopes da Silva, Urban and Schwarzenberg, Baltimore, edited by, and
- (1990) Current Practice of Clinical Electroencephalography, , 2nd, D. D. Daly, T. A. Pedley, Reven, New York, ed., edited by, and
- Blanco, S., García, H., Quian Quiroga, R., Romanelli, L., Rosso, O.A., IEEE Eng. Med. Biol., , to be published)
- Gevins, A.S., Handbook of Electroencephalography and Clinical Neurophysiology, Vol. I: Methods of Analysis of Brain Electrical and Magnetic Signals, pp. 31-83
- Dumermuth, G., Molinari, L., Handbook of Electroencephalography and Clinical Neurophysiology, Vol. I: Methods of Analysis of Brain Electrical and Magnetic Signals, pp. 85-130
- Lopes da Siva, F.H., Electroencephalography, Basic Principles, Clinical Applications, and Related Field, pp. 871-897
- Gotman, J., Handbook of Electroencephalography and Clinical Neurophysiology, Vol. II: Clinical Applications of Computer Analysis of EEG and Other Neurophysiological Signals, pp. 685-732
- Gabor, D., (1946) J. Inst. Electr. Eng., 93, p. 429
- Meyer, Y., (1990) Ondelettes, , Hermann, Paris
- Chui, C.K., (1992) An Introduction to Wavelets, , Academic, San Diego
- Daubechies, I., (1992) Ten Lectures on Wavelets, , SIAM, Philadelphia
- Meyer, Y., (1993) Wavelets, Algorithms and Applications, , SIAM, Philadelphia
- Blanco, S., Quian Quiroga, R., Rosso, O.A., Kochen, S., (1995) Phys. Rev. E, 51, p. 2624. , PLEEE8, and
- Senhadji, L., Carrault, G., Bellanger, J.J., (1993) Progress in Wavelet Theory and Applications, pp. 609-614. , Y. Meyer, S. Roques, Editions Frontieres, Paris, and, in, edited by, and
- Senhadji, L., Carrault, G., Bellanger, J.J., Passarello, G., (1993) Innov. Tech. Biol. Med., 14, p. 389
- Schiff, S., Aldroubi, A., Unser, M., Sato, S., (1994) Electroenc. Clinical Neurophys., 91, p. 442
- D'Attellis, C.E., Isaacson, S.I., Sirne, R.O., (1994) ProMathematica, 8, p. 15
- Unser, M., Aldroubi, A., Eden, M., (1993) Signal Processing, 30, p. 141. , SPRODR, and
Citas:
---------- APA ----------
Blanco, S., D'Attellis, C.E., Isaacson, S.I., Rosso, O.A. & Sirae, R.O.
(1996)
. Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms. Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics, 54(6), 6661-6672.
http://dx.doi.org/10.1103/PhysRevE.54.6661---------- CHICAGO ----------
Blanco, S., D'Attellis, C.E., Isaacson, S.I., Rosso, O.A., Sirae, R.O.
"Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms"
. Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics 54, no. 6
(1996) : 6661-6672.
http://dx.doi.org/10.1103/PhysRevE.54.6661---------- MLA ----------
Blanco, S., D'Attellis, C.E., Isaacson, S.I., Rosso, O.A., Sirae, R.O.
"Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms"
. Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics, vol. 54, no. 6, 1996, pp. 6661-6672.
http://dx.doi.org/10.1103/PhysRevE.54.6661---------- VANCOUVER ----------
Blanco, S., D'Attellis, C.E., Isaacson, S.I., Rosso, O.A., Sirae, R.O. Time-frequency analysis of electroencephalogram series. II. Gabor and wavelet transforms. Phys Rev E. 1996;54(6):6661-6672.
http://dx.doi.org/10.1103/PhysRevE.54.6661