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Phaseless Sampling and Reconstruction of Real-Valued Signals in Shift-Invariant Spaces

机译:换档不变空间中实验信号的扫描采样与重建

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摘要

Sampling in shift-invariant spaces is a realistic model for signals withsmooth spectrum. In this paper, we consider phaseless sampling andreconstruction of real-valued signals in a shift-invariant space from theirmagnitude measurements on the whole Euclidean space and from their phaselesssamples taken on a discrete set with finite sampling density. We introduce anundirected graph to a signal and use connectivity of the graph to characterizewhether the signal can be determined, up to a sign, from its magnitudemeasurements on the whole Euclidean space. Under the local complement propertyassumption on a shift-invariant space, we find a discrete set with finitesampling density such that signals in the shift-invariant space, that aredetermined from their magnitude measurements on the whole Euclidean space, canbe reconstructed in a stable way from their phaseless samples taken on thatdiscrete set. In this paper, we also propose a reconstruction algorithm whichprovides a suboptimal approximation to the original signal when its noisyphaseless samples are available only. Finally, numerical simulations areperformed to demonstrate the robust reconstruction of box spline signals fromtheir noisy phaseless samples.
机译:在换档不变空间中采样是一种有用带有光谱频谱的现实模型。在本文中,我们考虑从整个欧几里德空间上的换档空间中的扫描中采样和Realoonstruct andReconstruct andReconstronstronstronstroonstronstract,从整个欧几里德空间上的术语测量以及它们的映射瘤,其拍摄于具有有限采样密度的离散集。我们将往往的图形引入信号并使用图形的连接,以表征信号可以确定信号,直到整​​个欧几里德空间的刻度测量。在局部补充次好组织在换档空间上,我们发现具有限定采样密度的离散集,使得换档不变空间中的信号,从它们的整个欧几里德空间中的幅度测量中断,可以以稳定的方式重建在那个识别的禁虫样本。在本文中,我们还提出了一种重建算法,该重建算法在其Noisyphaseseless样本可用时,将次优近似值进行了次优近似。最后,数值模拟令人表现为展示来自噪声释放样本的盒样条信号的强大重建。

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