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Movement detection with adaptive window length for unobtrusive bed-based pressure-sensor array

机译:基于非干扰床的压力传感器阵列的自适应窗口长度运动检测

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Use of automated and unobtrusive sensors for physiological monitoring has become popular nowadays, since no devices need to be worn by individuals and it does not require any user interaction. However, when bodily movements occur, movement artifacts are introduced which can interfere with the breathing signal. This paper proposes a method to automatically identify movement onset and offset times when using an unobtrusive bed-based pressure-sensor array. This work makes use of a previously developed method for movement detection based on control levels. The novel contribution of this paper is employing an adaptive window length to calculate a moving average and a moving variance, by measuring the distance between two consecutive peaks in the signal which relates to consecutive movements. We also impose a threshold based on the weight and height of an individual to flag true movements and discard false ones. The proposed method is applicable for different postures and breath patterns of the bed occupant. Our experimental results show that the proposed scheme can lead to an average movement detection offset as low as 1.32 second, with no false-positive events and low false-negatives, and it provides significant improvements compared to a previous method.
机译:如今,由于人体不需要佩戴任何设备并且不需要任何用户交互,因此使用自动且不干扰人体的传感器进行生理监测已成为当今的流行趋势。但是,当发生身体运动时,会引入运动伪影,这些运动伪影会干扰呼吸信号。本文提出了一种使用基于床的压力传感器阵列来自动识别运动开始和偏移时间的方法。这项工作利用了以前开发的基于控制级别的运动检测方法。本文的新颖贡献在于,通过测量与连续运动相关的信号中两个连续峰值之间的距离,采用自适应窗口长度来计算移动平均值和移动方差。我们还基于个人的体重和身高强加一个阈值,以标记真实动作并丢弃虚假动作。所提出的方法适用于床乘者的不同姿势和呼吸模式。我们的实验结果表明,所提出的方案可以导致平均运动检测偏移低至1.32秒,没有假阳性事件和低假阴性,并且与以前的方法相比,它提供了显着的改进。

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