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A High Reliability Wearable Device for Elderly Fall Detection

机译:用于老年人跌倒检测的高可靠性可穿戴设备

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摘要

Falls are critical events among elderly people that requires timely rescue. In this paper, we propose a fall detection system consisting of an inertial unit that includes triaxial accelerometer, gyroscope, and magnetometer with efficient data fusion and fall detection algorithms. Starting from the raw data, the implemented orientation filter provides the correct orientation of the subject in terms of yaw, pitch, and roll angles. The system is tested according to experimental protocols, engaging volunteers who performed simulated falls, simulated falls with recovery, and activities of daily living. By placing our wearable sensor on the waist of the subject, the unit is able to achieve fall detection performance above those of similar systems proposed in literature. The results obtained through commonly adopted protocols show excellent accuracy, sensitivity and specificity, improving the results of other techniques proposed in the literature.
机译:跌倒是老年人中的关键事件,需要及时救援。在本文中,我们提出了一种跌倒检测系统,该系统由一个包括三轴加速度计,陀螺仪和磁力计的惯性单元组成,具有有效的数据融合和跌倒检测算法。从原始数据开始,实现的方向过滤器可以根据偏航角,俯仰角和侧倾角提供对象的正确方向。该系统根据实验方案进行了测试,聘请了进行模拟跌倒,随着恢复活动进行模拟跌倒以及日常生活活动的志愿者。通过将我们的可穿戴传感器放在对象的腰部,该装置能够实现跌倒检测性能,优于文献中提出的类似系统。通过常用协议获得的结果显示出极好的准确性,敏感性和特异性,从而改善了文献中提出的其他技术的结果。

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