一致的医疗保健安全建议系统,用于预防人群中的传染病感染
Mohammed Amoon1, Torki Altameem1, Mohammed Hashem2
1Department of Computer Science, Community College, King Saud University, P.O. Box 28095, Riyadh 11437, Saudi Arabia.
Sensors (Basel, Switzerland)
|December 9, 2023
概括
这项研究引入了一种以一致性为重点的推系统 (CRS),使用可穿戴传感器来帮助保持安全距离并防止传染病传播. 该系统分析传感器数据的一致性,提供实时安全警报.
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
- 公共卫生 公共卫生
背景情况:
- 随着COVID-19的流行,人们越来越需要个人医疗设备,以防止传染病的传播.
- 现有的个人医疗保健系统依赖于可穿戴传感器,但由于用户移动而难以保持数据的一致性.
- 有效的疾病预防需要基于传感器数据完整性的可靠的实时建议.
研究的目的:
- 为个人医疗保健 (PH) 设计和开发一个以一致性为重点的推系统 (CRS).
- 通过分析可穿戴传感器信号的一致性,提高安全建议的准确性.
- 为保持安全距离和防止传染性疾病传播提供及时警报.
主要方法:
- 开发了一个使用可穿戴传感器,传感技术和推模块的CRS.
- 校准硬件传感间隔以检测传感器值的突然变化.
- 采用随机森林学习来分类数据和和波动,将其与健康数据区分开来.
- 对于波动的传感器数据,经过一系列间隔的数据一致性验证.
主要成果:
- CRS有效地分析传感器信号的一致性,并考虑到由于人类运动而导致的变化.
- 随机森林分类成功地区分了正常和异常传感器数据 (和/波动).
- 该系统基于和和一致的数据提供安全建议,提醒用户潜在的门违规.
结论:
- 拟议的以一致性为重点的推系统 (CRS) 为个人医疗监测提供了一种可靠的方法.
- 通过原型和实验分析的验证证实了该系统在提供安全警报方面的有效性.
- 这种方法提高了保持距离的建议的准确性,这对于防止传染病传播至关重要.
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