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一个PPG信号数据集采集在半自然的设置中使用Galaxy Watch收集

Sangjun Park¹, Dejiang Zheng¹, Uichin Lee²

¹Korea Advanced Institute of Science and Technology, School of Computing, Daejeon, 34141, South Korea.

Scientific data

|May 28, 2025

概括

这项研究介绍了GalaxyPPG,这是一个新的数据集,用于评估像Galaxy Watch 5这样的消费者可穿戴设备. 它可以通过在各种活动中使用光电显微镜 (PPG) 信号来更好地监测心率和压力.

科学领域:

生物医学工程生物医学工程
可穿戴技术可穿戴技术
医疗信息学医疗信息学

背景情况:

消费者可穿戴设备通过光电显微镜 (PPG) 提供持续的,非侵入性的健康监测.
现有的数据集通常使用研究级设备,限制了消费级可穿戴设备的现实应用.
需要数据集反映消费者可穿戴设备的真实世界使用情况.

研究的目的:

介绍GalaxyPPG,这是一个用于评估消费级可穿戴传感器的新型数据集.
在各种活动中评估手腕佩戴PPG设备的传感性能.
促进基于PPG的心率和心率变化监测研究.

主要方法:

从使用Galaxy Watch 5,Empatica E4和Polar H10 (ECG) 的24名参与者收集了数据.
在各种运动和引发压力的活动中获得了手腕佩戴的PPG和胸部佩戴的ECG信号.
开发了一个开源工具包,用于与三星Galaxy Watch进行数据收集和分析.

主要成果:

银河PPG数据集以半自然的设置捕获PPG和ECG数据.
这些数据提供了关于消费者可穿戴设备在动态条件下的性能的见解.
这款开源工具包支持使用Samsung Galaxy Watch进行可重现的研究.

结论:

银河PPG数据集解决了现实世界消费者可穿戴设备数据的差距.
这个资源可以推进基于PPG的应用程序,如心率跟踪和压力检测.
该开源工具包促进了可穿戴健康监测的进一步研究和开发.

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