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Updated: Jan 8, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
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深度学习用于睡眠呼吸障碍儿童的睡眠分析:自动检测口腔呼吸事件

Jóna Elísabet Sturludóttir1,2,3, Sigríður Sigurðardóttir2, Marta Serwatko2,4

  • 1Department of Computer Science, Reykjavik University, Reykjavík, Iceland.

Frontiers in sleep
|December 22, 2025
PubMed
概括

研究人员开发了一种深度学习算法,使用多睡眠学 (PSG) 数据自动检测儿童口腔呼吸. 这种方法对诊断儿科患者的睡眠呼吸障碍 (SDB) 和阻塞性睡眠呼吸暂停 (OSA) 有希望.

关键词:
卷积神经网络 (CNN) 是一种神经网络.深度学习是一种深度学习.深度神经网络 (DNN) 是一个深度神经网络.机器学习是机器学习.口腔呼吸 呼吸 呼吸儿科睡眠 儿科睡眠睡眠 睡眠 睡眠 睡眠 睡眠睡眠呼吸障碍 (SDB) 是一种睡眠呼吸障碍.

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