Time-frequency analysis of heart rate variability for neonatal seizure detection

被引:26
|
作者
Malarvili, M. B. [1 ]
Mesbah, Mostefa
Boashash, Boualem
机构
[1] Univ Queensland, Sch Med, Perinatal Res Ctr, Herston, Qld 4029, Australia
[2] Univ Sharjah, Coll Engn, Dept Elect & Comp Engn, Signal Proc Res Ctr, Sharjah, U Arab Emirates
关键词
D O I
10.1155/2007/50396
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
There are a number of automatic techniques available for detecting epileptic seizures using solely electroencephalogram ( EEG), which has been the primary diagnosis tool in newborns. The electrocardiogram ( ECG) has been much neglected in automatic seizure detection. Changes in heart rate and ECG rhythm were previously linked to seizure in case of adult humans and animals. However, little is known about heart rate variability (HRV) changes in human neonate during seizure. In this paper, we assess the suitability of HRV as a tool for seizure detection in newborns. The features of HRV in the low-frequency band (LF: 0.03-0.07 Hz), mid-frequency band (MF: 0.07-0.15 Hz), and high-frequency band (HF: 0.15-0.6 Hz) have been obtained by means of the time-frequency distribution (TFD). Results of ongoing time-frequency (TF) research are presented. Based on our preliminary results, the first conditional moment of HRV which is the mean/central frequency in the LF band and the variance in the HF band can be used as a good feature to discriminate the newborn seizure from the nonseizure. Copyright (c) 2007.
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页数:10
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