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Impact of Thresholding on Signal Processing Performance with Applications

机译:阈值对信号处理性能的影响及其应用

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In this paper the approximation behavior of the Shannon sampling series is analyzed for the Paley-Wiener space PW1π,if the samples are disturbed by the nonlinear threshold operator.This operator sets all samples,whose absolute value is smaller than some threshold,to zero.It is shown that the peak approximation error can grow arbitrarily large,independently of how small the threshold is.However,if oversampling is applied and an appropriate kernel is chosen,then the reconstructed signal converges to the original signal,uniformly on the whole real axis,as the threshold goes to zero.Furthermore,we analyze the approximation behavior if not the signal itself is to be reconstructed but the output of some stable linear time invariant system.In particular,we show for the Hilbert transform that the peak approximation error is unbounded,even if oversampling is applied.
机译:本文对Paley-Wiener空间PW1π的Shannon采样序列的逼近行为进行了分析,如果样本受到非线性阈值算子的干扰。该算子将所有绝对值小于某个阈值的样本设定为零。结果表明,峰值近似误差可以任意增大,而与阈值的大小无关。但是,如果进行过采样并选择了适当的核,则重构信号会在整个实轴上均匀收敛到原始信号。当阈值趋于零时。此外,如果不是要重构信号本身,而是重构一些稳定的线性时不变系统的输出,我们将分析近似行为。特别是,对于希尔伯特变换,我们证明峰值近似误差为无限制的,即使应用了超采样也是如此。

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