Title :
Nonlinear analysis of the change points between A and B phases during the Cyclic Alternating Pattern under normal sleep
Author :
Chouvarda, I. ; Mendez, Mariano ; Alba, A. ; Bianchi, A.M. ; Grassi, A. ; Arce-Santana, E. ; Rosso, V. ; Terzano, M.G. ; Parrino, L.
Author_Institution :
Lab. of Med. Inf., Aristotle Univ. of Thessaloniki, Thessaloniki, Greece
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
This study analyzes the nonlinear properties of the EEG at transition points of the sequences that build the Cyclic Alternating Pattern (CAP). CAP is a sleep phenomenon built up by consecutive sequences of activations and non-activations observed during the sleep time. The sleep condition can be evaluated from the patterns formed by these sequences. Eleven recordings from healthy and good sleepers were included in this study. We investigated the complexity properties of the signal at the onset and offset of the activations. The results show that EEG signals present significant differences (p<;0.05) between activations and non-activations in the Sample Entropy and Tsallis Entropy indices. These indices could be useful in the development of automatic methods for detecting the onset and offset of the activations, leading to significant savings of the physician´s time by simplifying the manual inspection task.
Keywords :
electroencephalography; entropy; medical signal processing; signal sampling; sleep; EEG signals; Tsallis entropy indices; change points; consecutive sequences; cyclic alternating pattern; manual inspection task; nonlinear analysis; normal sleep; sample entropy indices; transition points; Complexity theory; Electroencephalography; Entropy; Indexes; Phase measurement; Sleep; Standards; Adult; Electroencephalography; Female; Humans; Male; Middle Aged; Signal Processing, Computer-Assisted; Sleep Stages;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346114