量化户外时间:一种使用任何类型的全球定位系统 (GPS) 和加速度计设备的多功能方法
Wei Liu1,2, Timothy Chambers3, Kimberly A Clevenger4
1China Institute of Water Resources and Hydropower Research, Beijing, China.
PloS one
|May 3, 2024
概括
一种新方法使用加速度计和GPS设备准确地分类室内和室外 (I/O) GPS数据. 这种客观的方法克服了回忆偏见,并增强了客观的身体活动研究.
科学领域:
- 环境健康 环境健康
- 生物医学工程 生物医学工程
- 人类运动科学科学 人类运动科学
背景情况:
- 对户外时间的客观量化对于了解其健康益处至关重要.
- 自我报告的户外时间被回忆偏差所限制.
- 现有的客观方法往往需要专门的设备,这限制了广泛的应用.
研究的目的:
- 开发一种多功能,基于规则的方法来分类室内和室外 (I/O) GPS 数据.
- 为了使户外时间的客观量化,使用通用的GPS和加速度计设备.
- 通过参与者记录的活动日记来验证开发的方法.
主要方法:
- 使用基于规则的点群算法进行I/O GPS数据分类.
- 集成的加速度计 (卢克斯) 和GPS数据与建筑足迹和公园位置数据.
- 使用GPSAS_Destinations应用程序进行点群检测和R进行分类.
- 收集了五名大学生穿着GPS和加速度计设备的数据.
主要成果:
- 实现了整体I/O GPS分类准确率为89.58% (卡帕=0.78).
- 证明了良好的分类准确性,表明了开发方法的可靠性.
- 与参与者活动日记相对应的验证分类结果.
结论:
- 开发的方法提供了一种可靠和通用的方法来客观地分类室内和室外GPS数据.
- 这种技术可以广泛应用于各种GPS和加速度计设备.
- 有助于对户外时间的健康影响进行更准确的研究.
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