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首页> 外文期刊>Journal of Zhejiang university science >Removal of baseline wander from ECG signal based on a statistical weighted moving average filter
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Removal of baseline wander from ECG signal based on a statistical weighted moving average filter

机译:基于统计加权移动平均滤波器从ECG信号中消除基线漂移

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baseline wander is a common noise in electrocardiogram (ECG) results. To effectively correct the baseline and to preserve more underlying components of an ECG signal, we propose a simple and novel filtering method based on a statistical weighted moving average filter. Supposed a and b are the minimum and maximum of all sample values within a moving window, respectively. First, the whole region [a, b] is divided into M equal sub-regions without overlap. Second, three sub-regions with the largest sample distribution probabilities are chosen (except M<3) and incorporated into one region, denoted as [a0, b0] for simplicity. Third, for every sample point in the moving window, its weight is set to 1 if its value falls in [a0, b0]; otherwise, its weight is 0. Last, all sample points with weight 1 are averaged to estimate the baseline. The algorithm was tested by simulated ECG signal and real ECG signal from www.physionet.org. The results showed that the proposed filter could more effectively extract baseline wander from ECG signal and affect the morphological feature of ECG signal considerably less than both the traditional moving average filter and wavelet package translation did.
机译:基线漂移是心电图(ECG)结果的常见噪声。为了有效地校正基线并保留ECG信号的更多潜在成分,我们提出了一种基于统计加权移动平均滤波器的简单新颖的滤波方法。假设a和b分别是移动窗口中所有样本值的最小值和最大值。首先,将整个区域[a,b]划分为M个相等的子区域,且不重叠。第二,选择具有最大样本分布概率的三个子区域(M <3除外),并将其合并到一个区域中,为简单起见表示为[a0,b0]。第三,对于移动窗口中的每个采样点,如果其值落入[a0,b0],则将其权重设置为1;否则,将其权重设置为1。否则,其权重为0。最后,对权重为1的所有采样点取平均值以估计基线。该算法已通过来自www.physionet.org的模拟ECG信号和真实ECG信号进行了测试。结果表明,与传统的移动平均滤波器和小波包平移相比,所提出的滤波器可以更有效地从ECG信号中提取基线漂移,并且对ECG信号的形态特征的影响要小得多。

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