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用于动态睡眠记录的盲源分离

Blind source separation for ambulatory sleep recording.

作者信息

Porée Fabienne, Kachenoura Amar, Gauvrit Hervé, Morvan Catherine, Carrault Guy, Senhadji Lotfi

机构信息

INSERM, U642, Laboratoire Traitement du Signal et de l'Image, Université de Rennes 1, 35042 Rennes, France.

出版信息

IEEE Trans Inf Technol Biomed. 2006 Apr;10(2):293-301. doi: 10.1109/titb.2005.859878.

DOI:10.1109/titb.2005.859878
PMID:16617618
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2259394/
Abstract

This paper deals with the conception of a new system for sleep staging in ambulatory conditions. Sleep recording is performed by means of five electrodes: two temporal, two frontal and a reference. This configuration enables to avoid the chin area to enhance the quality of the muscular signal and the hair region for patient convenience. The electroencephalopgram (EEG), eletromyogram (EMG), and electrooculogram (EOG) signals are separated using the Independent Component Analysis approach. The system is compared to a standard sleep analysis system using polysomnographic recordings of 14 patients. The overall concordance of 67.2% is achieved between the two systems. Based on the validation results and the computational efficiency we recommend the clinical use of the proposed system in a commercial sleep analysis platform.

摘要

本文探讨了一种用于动态睡眠分期的新系统的概念。睡眠记录通过五个电极进行:两个颞部电极、两个额部电极和一个参考电极。这种配置能够避开下巴区域以提高肌肉信号的质量,并避开头发区域以方便患者。使用独立成分分析方法分离脑电图(EEG)、肌电图(EMG)和眼电图(EOG)信号。该系统与使用14名患者多导睡眠图记录的标准睡眠分析系统进行了比较。两个系统之间的总体一致性达到了67.2%。基于验证结果和计算效率,我们建议在商业睡眠分析平台上临床使用所提出的系统。

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Blind source separation for ambulatory sleep recording.用于动态睡眠记录的盲源分离
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2
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On joint diagonalization of cumulant matrices for independent component analysis of MRS and EEG signals.用于磁共振波谱(MRS)和脑电图(EEG)信号独立成分分析的累积量矩阵联合对角化
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:1902-5. doi: 10.1109/IEMBS.2010.5627334.
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Blind source separation methods applied to synthesized polysomnographic recordings: a comparative study.应用于合成多导睡眠图记录的盲源分离方法:一项比较研究。
Annu Int Conf IEEE Eng Med Biol Soc. 2007;2007:3868-71. doi: 10.1109/IEMBS.2007.4353177.

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Fast and robust fixed-point algorithms for independent component analysis.用于独立成分分析的快速且稳健的定点算法。
IEEE Trans Neural Netw. 1999;10(3):626-34. doi: 10.1109/72.761722.
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Home diagnosis of sleep apnea: a systematic review of the literature. An evidence review cosponsored by the American Academy of Sleep Medicine, the American College of Chest Physicians, and the American Thoracic Society.睡眠呼吸暂停的家庭诊断:文献系统评价。由美国睡眠医学学会、美国胸科医师学会和美国胸科学会共同发起的证据综述。
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Validation of a portable sleep apnea monitoring device.一种便携式睡眠呼吸暂停监测设备的验证
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