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利用半渗透膜实现跌落探测器中的气压计智能触发。

Smart Triggering of the Barometer in a Fall Detector Using a Semi-Permeable Membrane.

出版信息

IEEE Trans Biomed Eng. 2020 Jan;67(1):146-157. doi: 10.1109/TBME.2019.2909907. Epub 2019 Apr 9.

Abstract

The inclusion of a barometer in a wearable fall detector has been shown to improve the detection accuracy by measuring the altitude change associated with a fall event. However, the barometer is a power-hungry sensor, and the sensing power of barometer can be the dominant power consumption source in a wearable fall detector. In this study, we propose a triggering method that reduces barometer power consumption and prolongs the battery life. This approach utilizes a hermetically sealed and waterproof enclosure, with a small inlet covered by a semi-permeable membrane (SPM) to delay the time at which equilibrium between the internal and external pressures is reached, allowing the barometer to be woken from an idle low-power mode and capture the rising air pressure caused by the decrease in altitude during the fall. Two alternative signal processing methods were applied to the pressure waveform to detect the rising pressure pattern, a differential moving average filter (DMAF) and a Kalman filter (KF). The proposed fall detector was evaluated with data collected from a laboratory-based trial and a free-living trial, in which the barometric pressure data, recorded in open-air, were passed through a mathematical model of the leaky enclosure and the SPM assembly. The results show that the proposed fall detector with a 3.7 V, 140 mAh lithium-polymer battery provides a long battery life (DMAF 447 days, KF 444 days) while not compromising the sensitivity (DMAF 91.8%, KF 91.9%), specificity (DMAF 95.2% and KF 95.5%), or the false alarm rate (DMAF 0.035 alarms/hour and KF 0.064 alarms/hour).

摘要

可穿戴式跌倒探测器中包含的气压计通过测量与跌倒事件相关的高度变化,已被证明可以提高检测准确性。然而,气压计是一种耗电的传感器,并且气压计的感应功率可能是可穿戴式跌倒探测器中的主要功耗源。在本研究中,我们提出了一种降低气压计功耗并延长电池寿命的触发方法。该方法利用密封且防水的外壳,其小入口由半透膜(SPM)覆盖,以延迟达到内外压平衡的时间,从而使气压计能够从空闲低功耗模式唤醒,并捕获由于下降导致的海拔高度降低而引起的气压上升。应用两种替代的信号处理方法对压力波形进行处理,以检测上升压力模式,差分移动平均滤波器(DMAF)和卡尔曼滤波器(KF)。通过基于实验室的试验和自由生活试验收集的数据评估了所提出的跌倒探测器,在该试验中,大气中的气压数据通过泄漏外壳和 SPM 组件的数学模型进行了处理。结果表明,带有 3.7 V,140 mAh 锂聚合物电池的建议跌倒探测器提供了较长的电池寿命(DMAF 447 天,KF 444 天),而不会降低灵敏度(DMAF 91.8%,KF 91.9%),特异性(DMAF 95.2%和 KF 95.5%)或误报率(DMAF 0.035 次/小时和 KF 0.064 次/小时)。

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