NON LINEAR TIME SERIES ANALYSIS OF THE EEG DURING SLEEP

I calculate the fractal dimension and the largest Lyapunov exponent for the human electroencephalogram (EEG) during sleep. For this purpose I assume that the EEG is generated by a deterministic nonlinear dynamical system. Slight differences among sorne sleep stages are found. The used method is thoroughly described and for completeness it includes how to find part of the Lyapunov exponents spectrum, Kolmogorov-Sinai entropy and Lyapunov dimension. I also discuss sorne results that apparently challenge the belief that the EEG is solely generated by a deterministic nonlinear dynamical system.

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Publication Details

Journal
Revista de la Academia Colombiana de Ciencias Exactas Físicas y Naturales
Published
2024-08-09
DOI
https://doi.org/10.18257/raccefyn.20(78).1996.3044
Citations
1
Primary Topic
Sleep and Wakefulness Research
Type
article
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article

NON LINEAR TIME SERIES ANALYSIS OF THE EEG DURING SLEEP

David H. Campos
1 citations
Revista de la Academia Colombiana de Ciencias Exactas Físicas y Naturales
Sleep and Wakefulness Research
article

NON LINEAR TIME SERIES ANALYSIS OF THE EEG DURING SLEEP

David H. Campos
article en
1 citations

Abstract

I calculate the fractal dimension and the largest Lyapunov exponent for the human electroencephalogram (EEG) during sleep. For this purpose I assume that the EEG is generated by a deterministic nonlinear dynamical system. Slight differences among sorne sleep stages are found. The used method is thoroughly described and for completeness it includes how to find part of the Lyapunov exponents spectrum, Kolmogorov-Sinai entropy and Lyapunov dimension. I also discuss sorne results that apparently challenge the belief that the EEG is solely generated by a deterministic nonlinear dynamical system.

Revista de la Academia Colombiana de Ciencias Exactas Físicas y NaturalesVol. 20(78)
Universidad de Los Andes (BO)
Openalex Percentile: Top 87%
Sleep and Wakefulness Research
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