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MUSIC-based Non-contact Heart Rate Estimation with Adaptive Window Size Setting

机译:基于音乐的非接触式心率估计,具有自适应窗口尺寸设置

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Continuous HR (Heart Rate) monitoring enables the stress estimation in daily life. A Doppler sensor could be a key device to facilitate the non-contact HR estimation. As one of the Doppler sensor-based HR estimation methods, we have previously proposed a MUSIC (MUltiple SIgnal Classification)-based HR estimation method. MUSIC is the algorithm widely used as a tool to estimate DOA (Direction of Arrival). In our previous method, MUSIC spectrum is calculated in each sliding window, and then HR is estimated by the maximum peak detection over the MUSIC spectrum. However, when HR changes largely within the window, several peaks due to heartbeats appear over the MUSIC spectrum, which might cause the incorrect peak detection. Hence, an adaptive window is required so that only one peak appears. In this paper, we propose a MUSIC-based HR estimation method with an adaptive window size setting. When several peaks due to heartbeats appear over the MUSIC spectrum, our proposed method shortens the time window and re-calculates the MUSIC spectrum, which is repeated until only one peak appears. The experimental results showed that our method outperformed not only our previous one but also the other existing MUSIC-based HR estimation one in terms of the estimation accuracy of the HR, the stress indexes CVI (Cardiac Vagal Index) and CSI (Cardiac Sympathetic Index).
机译:连续人力资源(心率)监测能够在日常生活中进行应力估算。多普勒传感器可以是促进非接触式HR估计的关键装置。作为基于多普勒传感器的HR估计方法之一,我们先前提出了一种基于音乐(多信号分类)的HR估计方法。音乐是算法广泛用作估计DOA的工具(到达方向)。在我们之前的方法中,在每个滑动窗口中计算音乐谱,然后通过音乐谱的最大峰值检测估计HR。然而,当HR在很大程度上在窗口内变化时,由于心跳引起的几个峰值出现在音乐谱上,这可能导致不正确的峰值检测。因此,需要一个自适应窗口,以便仅出现一个峰值。在本文中,我们提出了一种基于音乐的HR估计方法,具有自适应窗口尺寸设置。当由于心跳引起的几个峰值出现在音乐频谱上时,我们所提出的方法缩短了时间窗口并重新计算了音乐谱,重复,直到仅出现一个峰值。实验结果表明,我们的方法不仅优于我们之前的方法,而且在其他现有的基于音乐的HR估计方面是HR的估计精度,应力指数CVI(心脏迷航指数)和CSI(心脏交感神经指数) 。

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