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Abstract:

Since traditional electrical brain signal analysis is mostly qualitative, the development of new quantitative methods is crucial for restricting the subjectivity in the study of brain signals. These methods are particularly fruitful when they are strongly correlated with intuitive physical concepts that allow a better understanding of the brain dynamics. The processing of information by the brain is reflected in dynamical changes of the electrical activity in time, frequency, and space. Therefore, the concomitant studies require methods capable of describing the qualitative variation of the signal in both time and frequency. The entropy defined from the wavelet functions is a measure of the order/disorder degree present in a time series. In consequence, this entropy evaluates over EEG time series gives information about the underlying dynamical process in the brain, more specifically of the synchrony of the group cells involved in the different neural responses. The total wavelet entropy results independent of the signal energy and becomes a good tool for detecting dynamical changes in the system behavior. In addition the total wavelet entropy has advantages over the Lyapunov exponents, because it is parameter free and independent of the stationarity of the time series. In this work we compared the results of the time evolution of the chaoticity (Lyapunov exponent as a function of time) with the corresponding time evolution of the total wavelet entropy in two different EEG records, one provide by depth electrodes and other by scalp ones. © 2002 Published by Elsevier Science B.V.

Registro:

Documento: Artículo
Título:Characterization of time dynamical evolution of electroencephalographic epileptic records
Autor:Rosso, O.A.; Mairal, M.L.
Filiación:Instituto De Cálculo, Facultad De Ciencias Exactas Y Naturales, Pabellón II, 1428 Buenos Aires, Argentina
Palabras clave:EEG; Epileptic seizures; Nonlinear dynamics metrics tools; Signal entropy; Time-frequency signal analysis; Wavelet analysis; Brain; Chaos theory; Characterization; Electrodes; Entropy; Lyapunov methods; Neurology; Nonlinear systems; Time series analysis; Signal entropy; Electroencephalography
Año:2002
Volumen:312
Número:3-4
Página de inicio:469
Página de fin:504
DOI: http://dx.doi.org/10.1016/S0378-4371(02)00914-7
Título revista:Physica A: Statistical Mechanics and its Applications
Título revista abreviado:Phys A Stat Mech Appl
ISSN:03784371
CODEN:PHYAD
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_03784371_v312_n3-4_p469_Rosso

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Citas:

---------- APA ----------
Rosso, O.A. & Mairal, M.L. (2002) . Characterization of time dynamical evolution of electroencephalographic epileptic records. Physica A: Statistical Mechanics and its Applications, 312(3-4), 469-504.
http://dx.doi.org/10.1016/S0378-4371(02)00914-7
---------- CHICAGO ----------
Rosso, O.A., Mairal, M.L. "Characterization of time dynamical evolution of electroencephalographic epileptic records" . Physica A: Statistical Mechanics and its Applications 312, no. 3-4 (2002) : 469-504.
http://dx.doi.org/10.1016/S0378-4371(02)00914-7
---------- MLA ----------
Rosso, O.A., Mairal, M.L. "Characterization of time dynamical evolution of electroencephalographic epileptic records" . Physica A: Statistical Mechanics and its Applications, vol. 312, no. 3-4, 2002, pp. 469-504.
http://dx.doi.org/10.1016/S0378-4371(02)00914-7
---------- VANCOUVER ----------
Rosso, O.A., Mairal, M.L. Characterization of time dynamical evolution of electroencephalographic epileptic records. Phys A Stat Mech Appl. 2002;312(3-4):469-504.
http://dx.doi.org/10.1016/S0378-4371(02)00914-7