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Screening of obstructive sleep apnea with empirical mode decomposition of pulse oximetry

机译:脉搏血氧饱和度的经验模式分解筛查阻塞性睡眠呼吸暂停

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摘要

Detection of desaturations on the pulse oximetry signal is of great importance for the diagnosis of sleep apneas. Using the counting of desaturations, an index can be built to help in the diagnosis of severe cases of obstructive sleep apnea-hypopnea syndrome. It is important to have automatic detection methods that allows the screening for this syndrome, reducing the need of the expensive polysomnography based studies. In this paper a novel recognition method based on the empirical mode decomposition of the pulse oximetry signal is proposed. The desaturations produce a very specific wave pattern that is extracted in the modes of the decomposition. Using this information, a detector based on properly selected thresholds and a set of simple rules is built. The oxygen desaturation index constructed from these detections produces a detector for obstructive sleep apnea-hypopnea syndrome with high sensitivity (0.838) and specificity (0.855) and yields better results than standard desaturation detection approaches. (C) 2014 IPEM. Published by Elsevier Ltd. All rights reserved.
机译:检测脉搏血氧饱和度信号上的去饱和度对于诊断睡眠呼吸暂停非常重要。使用不饱和度的计数,可以建立一个指数来帮助诊断严重的阻塞性睡眠呼吸暂停低通气综合征。重要的是要有能够筛查这种综合征的自动检测方法,减少对昂贵的基于多导睡眠图的研究的需求。提出了一种基于脉搏血氧饱和度信号经验模态分解的新识别方法。去饱和产生非常特定的波形,该波形以分解模式提取。使用此信息,可以基于适当选择的阈值和一组简单规则构建检测器。通过这些检测构建的氧饱和度指数可产生高灵敏度(0.838)和特异性(0.855)的阻塞性睡眠呼吸暂停低通气综合征检测器,并且比标准的饱和度检测方法产生更好的结果。 (C)2014年IPEM。由Elsevier Ltd.出版。保留所有权利。

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