Title :
Single channel analysis of sleep EEG: An adaptive database method
Author :
Berthomier, Christian ; Prado, Jacques ; Benoit, Odile
Author_Institution :
Dept. Signal, ENST, Paris, France
Abstract :
An automatic procedure for the spectral analysis of an all-night sleep electroencephalogram (EEG) is presented. This method relies on a fixed database initializing a procedure which adapts parameters so that they match to the signal to be analyzed. Parameters coming from database are normalized power spectra in predefined frequency bands. The novelty of our approach is to use flexible sleep stage patterns rather than fixed ones, these patterns being iteratively updated (thanks to a short/long term analysis) in order to cope with the EEG variability. The main part of the procedure, performed on-line, is followed by a very short off-line processing yielding a real time implementation. The procedure adaptation ability is shown on detection of Rapid Eyes Movement (REM) events, the latter being well known for their inter as well as for their intra individual extreme variability.
Keywords :
bioelectric potentials; biomedical electronics; electroencephalography; information retrieval systems; information services; medical signal processing; neurophysiology; real-time systems; sleep; EEG variability; REM event detection; adaptive database method; all-night sleep EEG; all-night sleep electroencephalography; automatic spectral analysis procedure; database-originating parameters; electroencephalographic variability; fixed database-initialized procedure; fixed sleep stage patterns; flexible sleep stage patterns; inter-individual extreme variability; intra-individual extreme variability; iteratively updated patterns; long-term signal analysis; normalized power spectra; on-line-performed procedure; parameter adaptation; parameter matching; predefined frequency bands; procedure adaptation ability; rapid eye movement event detection; real time implementation; short off-line processing; short-term signal analysis; single channel analysis; sleep EEG signal analysis; sleep electroencephalographic signal analysis; Computers; Databases; Electroencephalography; Electromyography; Electrooculography; Sleep; Visualization;
Conference_Titel :
Signal Processing Conference (EUSIPCO 1998), 9th European
Conference_Location :
Rhodes
Print_ISBN :
978-960-7620-06-4