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Updated: Feb 7, 2026

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基于Mamba的深度学习方法,用于在无线多式联机可穿戴系统上进行睡眠分期,而无需脑电图

Andrew H Zhang1,2,3, Alex He-Mo1,2, Richard Fei Yin1,2

  • 1University of Toronto, Toronto, ON, Canada.

Sleep
|February 6, 2026
PubMed
概括

基于Mamba的深度学习模型使用ANNE One可穿戴系统准确地分阶段睡眠,为临床环境中睡眠分析提供非EEG替代方案.

关键词:
深度学习是一种深度学习.睡眠阶段化是什么可穿戴设备可穿戴设备.

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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.
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Understanding Sleep

Sleep, an essential biological state, involves significant reductions in physical activity, sensory awareness, and interaction with the environment. This complex physiological process is primarily regulated by specific brain regions, notably the hypothalamus and pons, which govern the sleep-wake cycle or circadian rhythm.
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Sleepwalking and Sleep Talking

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