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Low order anti-aliasing filters for sparse signals in embedded applications

机译:用于嵌入式应用中稀疏信号的低阶抗混叠滤波器

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摘要

Major emphasis, in compressed sensing (CS) research, has been on the acquisition of sub-Nyquist number of samples of a signal that has a sparse representation on some tight frame or an orthogonal basis, and subsequent reconstruction of the original signal using a plethora of recovery algorithms. In this paper, we present compressed sensing data acquisition from a different perspective, wherein a set of signals are reconstructed at a sampling rate which is a multiple of the sampling rate of the ADCs that are used to measure the signals. We illustrate how this can facilitate usage of anti-aliasing filters with relaxed frequency specifications and, consequently, of lower order.
机译:在压缩感测(CS)研究中,主要重点是获取在某些紧帧或正交基础上具有稀疏表示的信号样本的次奈奎斯特数量,以及随后使用大量信号重建原始信号恢复算法。在本文中,我们从不同的角度介绍了压缩的传感数据采集,其中以采样率重建一组信号,该采样率是用于测量信号的ADC采样率的倍数。我们说明了如何使用宽松的频率规格并因此具有较低阶数的抗混叠滤波器。

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