使用毫米波雷达和UWBB监控老年人的实例
Gabriel García-Gutiérrez1, Elena Aparicio-Esteve1, Jesús Ureña1
1Department of Electronics, University of Alcalá, 28805 Alcalá de Henares, Spain.
Sensors (Basel, Switzerland)
|January 28, 2026
概括
这项研究引入了一种使用超宽带 (UWB) 和毫米波 (mmWave) 雷达等无线电频率技术的新方法,用于不引人注目的老年人监控. 该系统提取流动性指标,增强住宅环境中的护理.
科学领域:
- 老年学和健康信息学
- 传感器技术和信号处理技术
- 人与计算机的交互
背景情况:
- 人口老龄化需要在住院护理中进行不显眼的,持续的监测.
- 无线电频率 (RF) 技术,包括超宽带 (UWB) 和毫米波 (mmWave) 雷达,提供保护隐私的存在和运动检测.
- 现有系统需要整合,以便全面监测老年人.
研究的目的:
- 从长期室内监测数据中提取定量移动性指标的数据处理方法的开发和验证.
- 评估联合UWB和毫米波雷达传感系统用于老年护理的可行性.
- 提供个性化的卧室占用,久坐行为和移动性的指标.
主要方法:
- 部署了一个混合系统,结合了无设备的毫米波雷达 (卧室/浴室) 和基于标签的UWB定位 (公共区域).
- 毫米波数据使用适应性短期平均/长期平均 (STA/LTA) 探测器进行运动分类.
- 在UWB数据中使用了卡尔曼波器,用于轨迹平滑和移动性指标推导.
主要成果:
- 该方法成功地从毫米波数据中提取了卧室占用率和非静止活动的个性化指标.
- 平滑的UWB轨迹使得每日步行和移动性指标的推导成为可能.
- 概念验证证明了该系统的能力,从三个用户那里获得了一天的样本.
结论:
- 拟议的数据处理方法有效地提取了用于老年人监测的关键流动性指标.
- 结合UWB和毫米波雷达传感可用于现实世界老年护理中的纵向例行分析.
- 这种方法支持在住院护理环境中加强,保护隐私的监控.
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