Automatic detection of spiking events in EMFi sheet during sleep

被引:29
作者
Alametsä, J
Rauhala, E
Huupponen, E
Saastamoinen, A
Värri, A
Joutsen, A
Hasan, J
Himanen, SL
机构
[1] Tampere Univ Technol, Signal Proc Lab, Digital Media Inst, FIN-33101 Tampere, Finland
[2] Satakunta Cent Hosp, Dept Clin Neurophysiol, Pori, Finland
[3] Tampere Univ Hosp, Dept Clin Neurophysiol, Tampere, Finland
基金
芬兰科学院;
关键词
spiking events; detection; sleep research; apnea; ballistocardiography;
D O I
10.1016/j.medengphy.2005.07.008
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper we present a new method for detection of spiking events caused by the increased respiratory resistance (IRR) from ballistocardiographic (BCG) data recorded with EMFi sheet. Spiking is a phenomenon where BCG wave complexes increase in amplitude during IRR. In this study data from six patients with a total of 1503 visually scored spiking events were studied. The algorithm monitors amplitude levels of BCG complexes and detects large relative increases. In this work 10 different variations of the algorithm were compared in order to find the best variation, which can cope with different recordings. The best variation of the algorithm was able to detect spiking events with 80% true positive and 19% false positive rates. The detection is not dependent on absolute waveform amplitudes and therefore does not require any recording-specific tuning prior to application. It is important to recognize spiking events in order to evaluate the severity of respiratory disturbance during sleep. (c) 2005 IPEM. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:267 / 275
页数:9
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