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相关概念视频

Sleep Apnea01:21

Sleep Apnea

379
Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
379

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Updated: Dec 18, 2025

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
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Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

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基于毫米波雷达的睡眠姿势过渡数据集:SPT

Jinjun Liu1, Shaoqi Li2, Naji Alhusaini1

  • 1Chuzhou University, 1528 Feng Le Avenue, Chuzhou, Anhui, China.

Data in brief
|April 11, 2025
PubMed
概括

这项研究引入了一个新的毫米波雷达睡眠姿势过渡数据集. 该资源有助于开发用于睡眠跟踪和健康监测的先进算法.

科学领域:

  • 生物医学工程 生物医学工程
  • 信号处理 信号处理
  • 人与计算机的交互

背景情况:

  • 毫米波雷达提供非侵入性,准确的睡眠姿势识别.
  • 现有的睡眠姿势数据集在规模和质量上是有限的.
  • 无接触式传感对于不引人注目的睡眠监测至关重要.

研究的目的:

  • 引入一个大规模的,高质量的睡眠姿势过渡数据集.
  • 促进睡眠监测和算法开发方面的研究.
  • 支持毫米波雷达在医疗保健中的应用.

主要方法:

  • 收集了20名19-25岁的志愿者 (15名男性,5名女性) 的数据.
  • 利用毫米波雷达系统捕捉姿势变化.
  • 每位参与者记录了1400个样本的7个不同的身体位置转换.

主要成果:

  • 创建了一个全面的毫米波雷达信号数据集,用于睡眠姿势过渡.
  • 该数据集捕获了详细的夜间行为模式.
  • 为算法培训和验证提供了宝贵的资源.

结论:

关键词:
生物医学信号处理医疗信息学 医疗信息学人类活动识别 人类活动识别无接触测量的测量方法雷达传感器感应雷达的感应.睡眠监测 睡眠监测 睡眠监测

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  • 拟议的数据集解决了需要广泛的睡眠姿势数据的需求.
  • 能够优化睡眠姿势识别算法.
  • 支持睡眠分析和远程健康监测方面的进步.