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Updated: Jun 6, 2025

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基于LSTM和隐藏马尔科夫模型的单通道睡眠EEG分类方法

Wan Chen1, Yanping Cai1, Aihua Li1

  • 1School of Combat Support, Rocket Force University of Engineering, Xi'an 710025, China.

Brain sciences
|November 27, 2024
PubMed
概括

这项研究引入了一种使用单通道脑电图 (EEG) 来分类睡眠阶段的新方法. 长期短期记忆和隐藏的马尔科夫模型 (LSTM-HMM) 方法在睡眠EEG分析中实现了高精度.

关键词:
睡眠阶段的分类.隐藏的马尔科夫模型长期短期记忆 长期短期记忆一个单通道的EEG电流.波形变换波形变换波形变换.

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Stages of Sleep01:22

Stages of Sleep

Sleep progresses through distinct stages, each characterized by specific brain wave patterns and physiological responses ranging from wakefulness to stages of non-rapid eye movement, known as non-REM, to rapid eye movement, referred to as REM. Understanding these stages helps in recognizing how sleep supports various bodily and cognitive functions.
Before sleep begins, in wakefulness, the brain exhibits primarily beta waves, which are high in frequency and low in amplitude, indicating alertness...
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