Fall detection analysis with wearable MEMS-based sensors

Xuebing Yuan, Shuai Yu, Qiang Dan, Guoping Wang, Sheng Liu
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引用次数: 11

Abstract

Accidental falls are frequent and dangerous events for the elderly population, which can result into serious injury or fracture of bones especially hip bone injury or other joint fractures. There are several methods for detecting falls of elderly, such as camera-based, personal emergency response System (PERS), and wearable sensor-based. However, the camera-based method is limited by instrumented spaces and the PERS is suffer from inability to give an alarm after a fall. The wearable sensor-based fall detection is not limited to instrumented spaces, moreover, it is easily to detect the falls through tracking the kinematic information about the monitored person. In this paper, a wearable Micro-electromechanical Systems (MEMS)-based sensors module is designed for fall detection including one three-axis accelerometer, one three-axis gyroscope and one three-axis magnetometer. However, falls from activities of daily living (ADL) make it difficult to distinguish real falls from certain fall-like activities such as sitting down quickly and jumping. An approach is proposed using attitude angles to reduce false falls through tests of static postures and dynamic transitions. Meanwhile, the proposed method has real-time response and high computation efficiency.
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基于可穿戴mems传感器的跌倒检测分析
意外跌倒是老年人常见的危险事件,可导致严重的骨损伤或骨折,尤其是髋部骨损伤或其他关节骨折。老年人跌倒检测有几种方法,如基于摄像头、个人应急响应系统(PERS)和基于可穿戴传感器。然而,基于摄像头的方法受到仪器空间的限制,并且PERS无法在跌倒后发出警报。基于可穿戴传感器的跌倒检测不仅局限于仪器空间,而且通过跟踪被监测人的运动信息,可以很容易地检测到跌倒。本文设计了一种基于可穿戴式微机电系统(MEMS)的跌倒检测传感器模块,包括一个三轴加速度计、一个三轴陀螺仪和一个三轴磁强计。然而,从日常生活活动中跌倒(ADL)使得很难区分真正的跌倒和某些类似跌倒的活动,如快速坐下和跳跃。通过静态姿态和动态转换测试,提出了一种利用姿态角减少误跌倒的方法。同时,该方法具有实时性好、计算效率高的特点。
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