首页> 外文期刊>Journal of medical systems >Context awareness of human motion states using accelerometer.
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Context awareness of human motion states using accelerometer.

机译:使用加速度计对人的运动状态进行情境感知。

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摘要

The proposed context awareness system is composed of acceleration data acquisition part and fuzzy inference system that processes acquired data, distinguishes user motion states and recognizes emergency situations. Two-axial accelerometer embedded in SenseWear PRO2 Armband (BodyMedia) on the right upper arm collects input data containing the longitudinal acceleration average (LAA), the transverse acceleration average (TAA), the longitudinal acceleration-mean of absolute difference (L-MAD), and transverse acceleration mean of absolute difference (T-MAD). Fuzzy inference system is a tool imitating the human ability of decision making. In our system, the fuzzy inference system was used to distinguish the user motion states and to recognize emergency situations. In an experiment using eight subjects, the recognition rates of lying, sitting, walking and running were 98.9%, 98.9%, 99.7% and 99.9%, respectively. Recognition rate for lying after walking and lying after running was 100%.
机译:所提出的情境感知系统由加速度数据获取部分和模糊推理系统组成,该系统处理获取的数据,区分用户运动状态并识别紧急情况。右上臂的SenseWear PRO2 Armband(BodyMedia)中嵌入的两轴加速度计收集输入数据,其中包括纵向加速度平均值(LAA),横向加速度平均值(TAA),纵向加速度均值绝对值(L-MAD) ,以及绝对差的横向加速度平均值(T-MAD)。模糊推理系统是一种模仿人类决策能力的工具。在我们的系统中,模糊推理系统用于区分用户运动状态并识别紧急情况。在使用八名受试者的实验中,躺着,坐着,走路和跑步的识别率分别为98.9%,98.9%,99.7%和99.9%。行走后躺和跑步后躺的识别率为100%。

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