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Updated: Jul 25, 2025

Multi-Modal Home Sleep Monitoring in Older Adults
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[基于单通道脑电图信号的自动睡眠阶段模型]

Haowei Zhang1, Zhe Xu1, Chengmei Yuan2

  • 1School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, P. R. China.

Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi
|June 28, 2023
PubMed
概括

这项研究引入了一种新的自动睡眠分阶段模型,使用深 convolutional 神经网络 (DCNN) 和双向长短期记忆 (BiLSTM) 来改进电脑电图 (EEG) 分析. 该模型实现了高精度,为家庭睡眠监测系统提供了有前途的解决方案.

关键词:
自动睡眠分期自动睡眠分期双向长短期记忆网络是双向的.卷积神经网络是一种卷积神经网络.一个单通道电脑脑图信号.

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