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Real-time signal processing by adaptive repeated median filters

机译:通过自适应重复中值滤波器进行实时信号处理

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摘要

In intensive care, a basic goal is to extract the signals from very noisy time series in real time. We propose a robust online filter with an adaptive window width, which yields a smooth representation of the denoised data in stable periods and which is also able to trace typical patterns such as level shifts or trend changes with small time delay. Several versions of this method are evaluated and compared with a simulation study and on real data.
机译:在重症监护中,一个基本目标是实时从非常嘈杂的时间序列中提取信号。我们提出了一种鲁棒的,具有自适应窗口宽度的在线滤波器,该滤波器可以在稳定的时间段内对降噪后的数据进行平滑表示,并且还能够以较小的时延跟踪典型的模式,例如电平移动或趋势变化。对该方法的几种版本进行了评估,并与模拟研究和真实数据进行了比较。

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