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Updated: Jun 11, 2025

Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea
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Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea

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深度学习方法通过SpO2信号来评估儿科睡眠呼吸暂停的严重程度

Erfan Mortazavi1, Bahram Tarvirdizadeh2, Khalil Alipour1

  • 1Advanced Service Robots (ASR) Laboratory, Department of Mechatronics Engineering, School of Intelligent Systems Engineering, College of Interdisciplinary Science and Technology, University of Tehran, Tehran, Iran.

Scientific reports
|October 1, 2024
PubMed
概括

这项研究引入了一种非侵入性深度学习方法,使用血氧和 (SpO2) 信号来评估儿科睡眠呼吸暂停-低呼吸暂停 (SAH) 的严重程度. 在CNN-BiGRU-Attention模型中,对儿童的呼吸暂停-呼吸暂停指数 (AHI) 的估计显示出更高的准确性.

关键词:
呼吸暂停呼吸暂停指数 (AHI)注意力机制注意力机制双向封闭循环单位 (BiGRU) 是指双向封闭循环单位.血液中的氧和度 (SpO2)卷积神经网络 (CNN) 是一种神经网络.儿科睡眠呼吸暂停低呼吸暂停 (SAH)剩余的网络 (ResNet) 剩余的网络

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