AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS
The aging brain is characterized by alteration in synaptic contacts, which leads to decline of motor and cognitive functions. These changes are reflected in the age related shifts in power spectrum of electroencephalogram (EEG) signals in both wakefulness and sleep. Various non-linear measures have...
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ndltd-uky.edu-oai-uknowledge.uky.edu-gradschool_theses-15572015-04-11T05:06:01Z AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS Vennelaganti, Swetha The aging brain is characterized by alteration in synaptic contacts, which leads to decline of motor and cognitive functions. These changes are reflected in the age related shifts in power spectrum of electroencephalogram (EEG) signals in both wakefulness and sleep. Various non-linear measures have been used to obtain more insights from EEG analysis compared to the conventional spectral analysis. In our study we used Sample Entropy to quantify regularity of the EEG signal. Because elderly subjects arouse from sleep more often than younger subjects, we hypothesized that Entropy of EEG signals from elderly subjects would be higher than that from middle aged subjects, within a sleep stage. We also hypothesized that the entropy increases during and following an arousal and does not return to background levels immediately after an arousal. Our results show that Sample Entropy varies systematically with sleep state in healthy middle-aged and elderly female subjects, reflecting the changing regularity in the EEG. Sample Entropy is significantly higher in elderly in sleep Stage 2 and REM, suggesting that in these two sleep stages the cortical state is closer to wake than in middle-aged women. Sample Entropy is higher in post-arousal compared to the pre-arousal and stays high for a 30 sec period. 2008-01-01T08:00:00Z text application/pdf http://uknowledge.uky.edu/gradschool_theses/553 http://uknowledge.uky.edu/cgi/viewcontent.cgi?article=1557&context=gradschool_theses University of Kentucky Master's Theses UKnowledge EEG Regularity|Sample Entropy|Sleep stages|EOG removal|MMSE filter Biomedical Engineering and Bioengineering |
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EEG Regularity|Sample Entropy|Sleep stages|EOG removal|MMSE filter Biomedical Engineering and Bioengineering |
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EEG Regularity|Sample Entropy|Sleep stages|EOG removal|MMSE filter Biomedical Engineering and Bioengineering Vennelaganti, Swetha AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
description |
The aging brain is characterized by alteration in synaptic contacts, which leads to decline of motor and cognitive functions. These changes are reflected in the age related shifts in power spectrum of electroencephalogram (EEG) signals in both wakefulness and sleep. Various non-linear measures have been used to obtain more insights from EEG analysis compared to the conventional spectral analysis. In our study we used Sample Entropy to quantify regularity of the EEG signal. Because elderly subjects arouse from sleep more often than younger subjects, we hypothesized that Entropy of EEG signals from elderly subjects would be higher than that from middle aged subjects, within a sleep stage. We also hypothesized that the entropy increases during and following an arousal and does not return to background levels immediately after an arousal. Our results show that Sample Entropy varies systematically with sleep state in healthy middle-aged and elderly female subjects, reflecting the changing regularity in the EEG. Sample Entropy is significantly higher in elderly in sleep Stage 2 and REM, suggesting that in these two sleep stages the cortical state is closer to wake than in middle-aged women. Sample Entropy is higher in post-arousal compared to the pre-arousal and stays high for a 30 sec period. |
author |
Vennelaganti, Swetha |
author_facet |
Vennelaganti, Swetha |
author_sort |
Vennelaganti, Swetha |
title |
AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
title_short |
AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
title_full |
AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
title_fullStr |
AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
title_full_unstemmed |
AGING AND SLEEP STAGE EFFECTS ON ENTROPY OF ELECTROENCEPHALOGRAM SIGNALS |
title_sort |
aging and sleep stage effects on entropy of electroencephalogram signals |
publisher |
UKnowledge |
publishDate |
2008 |
url |
http://uknowledge.uky.edu/gradschool_theses/553 http://uknowledge.uky.edu/cgi/viewcontent.cgi?article=1557&context=gradschool_theses |
work_keys_str_mv |
AT vennelagantiswetha agingandsleepstageeffectsonentropyofelectroencephalogramsignals |
_version_ |
1716801240380211200 |