SmartHypnos eXpert:用于睡眠专家的 MATLAB 工具箱,支持睡眠阶段和呼吸事件检测
Panteleimon Chriskos1, Christos A Frantzidis2, Athanasia Pataka3
1Laboratory of Medical Physics and Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
Computers in biology and medicine
|August 29, 2025
概括
SmartHypnos X 是一个新的免费 MATLAB 工具箱,用于自动测试睡眠阶段和呼吸事件. 它的准确性很高,与专家的意见相提并论,对于睡眠专家来说也很方便.
科学领域:
- 睡眠科学
- 医疗信息学
- 生物医学工程
背景情况:
- 睡眠阶段和呼吸事件检测对于诊断睡眠障碍至关重要.
- 目前的手工方法耗时,容易出错, 对于睡眠专家来说,
- 现有的计算机工具通常缺乏准确性或睡眠特征, 限制了它们的采用.
研究的目的:
- 开发一个免费,准确,睡眠特定的工具,用于自动睡眠阶段.
- 提供一个集成的图形用户界面,用于可视化和分析多人睡眠数据.
- 减少专家进行睡眠分析所需的时间和精力.
主要方法:
- 开发了一个带有图形用户界面的集成 MATLAB 工具箱 SmartHypnos X.
- 多模式和多睡眠时间序列数据的可视化
- 使用8879个睡眠时段 (每个时段为30秒) 的大型数据集进行验证.
主要成果:
- 智能Hypnos X实现了超过84%的自动睡眠分期准确度,与专家间的协议相提并论.
- 自动呼吸事件检测准确度超过90%.
- 睡眠专家对该工具箱的易用性,可学习性和功能性进行了积极评价.
结论:
- 这是第一个免费的自动睡眠分析工具,
- 该工具箱支持从智能手机 (Android兼容) 导入数据,并生成视觉分析.
- 它提供了一个用户友好的,集成的解决方案,
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