Intelligent approach for analysis of respiratory signals and oxygen saturation in the sleep apnea/hypopnea syndrome.

The open medical informatics journal Pub Date : 2014-06-13 eCollection Date: 2014-01-01 DOI:10.2174/1874431101408010001
Vicente Moret-Bonillo, Diego Alvarez-Estévez, Angel Fernández-Leal, Elena Hernández-Pereira
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引用次数: 17

Abstract

This work deals with the development of an intelligent approach for clinical decision making in the diagnosis of the Sleep Apnea/Hypopnea Syndrome, SAHS, from the analysis of respiratory signals and oxygen saturation in arterial blood, SaO2. In order to accomplish the task the proposed approach makes use of different artificial intelligence techniques and reasoning processes being able to deal with imprecise data. These reasoning processes are based on fuzzy logic and on temporal analysis of the information. The developed approach also takes into account the possibility of artifacts in the monitored signals. Detection and characterization of signal artifacts allows detection of false positives. Identification of relevant diagnostic patterns and temporal correlation of events is performed through the implementation of temporal constraints.

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智能方法分析睡眠呼吸暂停/低呼吸综合征的呼吸信号和氧饱和度。
本研究旨在通过对呼吸信号和动脉血氧饱和度(SaO2)的分析,为睡眠呼吸暂停/低呼吸综合征(SAHS)的临床诊断提供一种智能方法。为了完成这项任务,该方法利用了不同的人工智能技术和能够处理不精确数据的推理过程。这些推理过程基于模糊逻辑和对信息的时间分析。所开发的方法还考虑了被监测信号中存在伪影的可能性。检测和表征信号伪影允许检测假阳性。通过时间约束的实现来识别相关的诊断模式和事件的时间相关性。
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