MultiSense: A Highly Reliable Wearable-free Human Fall Detection Systems

Avishek Mukherjee, Zhenghao Zhang
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Abstract

A reliable fall detection system has tremendous value to the well-being of seniors living alone. We design and implement MultiSense, a novel fall detection system, which has the following desirable features. First, it does not require the human to wear any device, therefore it is convenient to seniors. Second, it has been tested in typical settings including living room and bathroom, and has shown very good accuracy. Third, it is built with inexpensive components, with expected hardware cost around $150 to cover a typical room. Therefore, it has a key advantage over the current commercial fall detection systems which all require the human to wear some device, as well as over academic research prototypes which have various limitations such as lower accuracy. The high accuracy is achieved mainly by combining senses from multiple types of sensors that complement each other, which includes a motion sensor, a heat sensor, and a floor vibration sensor. As the activities that are difficult to classify for some sensors are often not difficult for others, combining the strength of multiple types of sensors brings the performance to a level that can meet the requirements in practice.
MultiSense:一种高度可靠的可穿戴式人体跌倒检测系统
一个可靠的跌倒检测系统对独居老人的健康有着巨大的价值。我们设计并实现了一种新颖的跌倒检测系统MultiSense,该系统具有以下特点:首先,它不需要人类佩戴任何设备,因此方便老年人。其次,它已经在包括客厅和浴室在内的典型环境中进行了测试,并且显示出非常好的准确性。第三,它是用便宜的部件建造的,一个典型房间的硬件成本预计在150美元左右。因此,它比目前的商业跌倒检测系统有一个关键的优势,这些系统都需要人类佩戴一些设备,也比学术研究原型有各种限制,如准确性较低。高精度主要是通过结合多种类型的传感器来实现的,这些传感器相互补充,包括运动传感器、热传感器和地板振动传感器。由于某些传感器难以分类的活动对其他传感器来说往往不难,因此将多种类型传感器的强度结合起来,使性能达到可以满足实践要求的水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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