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Computationally efficient real-time interpolation algorithm for non-uniform sampled biosignals

机译:非均匀采样生物信号的高效计算实时内插算法

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This Letter presents a novel, computationally efficient interpolation method that has been optimised for use in electrocardiogram baseline drift removal. In the authors’ previous Letter three isoelectric baseline points per heartbeat are detected, and here utilised as interpolation points. As an extension from linear interpolation, their algorithm segments the interpolation interval and utilises different piecewise linear equations. Thus, the algorithm produces a linear curvature that is computationally efficient while interpolating non-uniform samples. The proposed algorithm is tested using sinusoids with different fundamental frequencies from 0.05 to 0.7 Hz and also validated with real baseline wander data acquired from the Massachusetts Institute of Technology University and Boston's Beth Israel Hospital (MIT-BIH) Noise Stress Database. The synthetic data results show an root mean square (RMS) error of 0.9 μV (mean), 0.63 μV (median) and 0.6 μV (standard deviation) per heartbeat on a 1 mV 0.1 Hz sinusoid. On real data, they obtain an RMS error of 10.9 μV (mean), 8.5 μV (median) and 9.0 μV (standard deviation) per heartbeat. Cubic spline interpolation and linear interpolation on the other hand shows 10.7 μV, 11.6 μV (mean), 7.8 μV, 8.9 μV (median) and 9.8 μV, 9.3 μV (standard deviation) per heartbeat.
机译:这封信提出了一种新颖的,计算效率高的插值方法,该方法已针对心电图基线漂移消除进行了优化。在作者的上一封信中,检测到每个心跳的三个等电基线点,并将其用作插值点。作为线性插值的扩展,他们的算法对插值间隔进行了分段,并利用了不同的分段线性方程。因此,该算法产生线性曲率,该线性曲率在插值非均匀样本时计算效率高。所提出的算法使用具有从0.05到0.7 Hz的不同基频的正弦波进行了测试,并使用从麻省理工大学和波士顿贝斯以色列医院(MIT-BIH)噪声应力数据库获得的真实基线漂移数据进行了验证。合成数据结果显示,在1 mV 0.1 Hz正弦曲线上,每个心跳的均方根(RMS)误差为0.9μV(平均值),0.63μV(中值)和0.6μV(标准差)。在真实数据上,每个心跳的均方根误差为10.9μV(平均值),8.5μV(中值)和9.0μV(标准偏差)。另一方面,三次样条插值和线性插值显示每个心跳分别为10.7μV,11.6μV(平均值),7.8μV,8.9μV(中值)和9.8μV,9.3μV(标准偏差)。

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