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Comparison of non-parametric PSD detection methods in the anaylsis of EEG signals in sleep apnea

机译:非参数PSD检测方法在睡眠呼吸暂停脑电信号分析中的比较

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摘要

Sleep apnea is characterized by complete cessation of airflow in the mouth and nose for at least 10 seconds and it is a disease that causes significant disruption of sleep patterns. In the absence of treatment, it can lead to serious health problems such as heart attack and stroke. Polysomnography is the gold standard examination methods used in the diagnosis of the disease. In this study, EEG signals obtained from the polysomnography recording are divided into sub-bands and their epochs in pre apnea, intra apnea and post apnea were analyzed. Non-parametric power spectral density (PSD) detection methods (Periodogram, Welch and Multi Taper) applied to the EEG signals were compared.
机译:睡眠呼吸暂停的特征是口和鼻子中的气流完全停止至少10秒钟,并且这种疾病会导致严重的睡眠模式中断。在没有治疗的情况下,它可能导致严重的健康问题,例如心脏病发作和中风。多导睡眠图是诊断该疾病的金标准检查方法。在这项研究中,从多导睡眠图记录中获得的脑电信号被分为多个子带,并分析了其在呼吸暂停前,呼吸暂停内和呼吸暂停后的时期。比较了应用于脑电信号的非参数功率谱密度(PSD)检测方法(周期图,韦尔奇和多锥度)。

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