Operationalizing a wireless wearable fall detection sensor for older adults

Tigest Tamrat, M. Griffin, Sonia Rupcic, S. Kachnowski, Tom Taylor, J. Barfield
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引用次数: 20

Abstract

Falls are the leading cause of disability and injury-related deaths among older adults, resulting in over 1.6 million annual emergency hospitalizations in the United States. Fall detection devices often rely on dramatized falls when developing algorithms. This study used tri-axial accelerometers worn by older adult research subjects in order to (1) collect false positive data (2) capture potential fall events and (3) evaluate the usability of the device among this target population. Twelve older adults wore activity monitors while participating in structured and unstructured activities. The study collected data on 120 patient days, yielding 492.5 hours of monitored time. Actigraphy data of annotated activities were used to define parameters for refining the algorithm. No falls occurred during the study, but valuable false positive data were collected. The study also obtained information on the usability of the devices and revealed user perspectives on commercializing the final product.
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实现老年人无线可穿戴跌倒检测传感器
跌倒是导致老年人残疾和受伤相关死亡的主要原因,在美国每年有超过160万人急诊住院。在开发算法时,跌倒检测设备通常依赖于戏剧性的跌倒。本研究使用老年人研究对象佩戴的三轴加速度计,目的是:(1)收集假阳性数据(2)捕捉潜在的跌倒事件(3)评估该设备在目标人群中的可用性。12名老年人在参加有组织和无组织的活动时佩戴活动监测器。该研究收集了120个患者日的数据,产生了492.5小时的监测时间。使用标注活动的活动图数据来定义参数以改进算法。研究期间没有发生跌倒,但收集了有价值的假阳性数据。这项研究还获得了关于设备可用性的资料,并揭示了用户对最终产品商业化的看法。
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