通过随机抽样进行模拟-信息转换的实现模型

T. Ragheb, S. Kirolos, J. Laska, A. Gilbert, M. Strauss, Richard Baraniuk, Y. Massoud
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引用次数: 89

摘要

我们开发了一个基于随机样本信息恢复理论的模拟-信息转换框架。该框架能够对局部傅里叶表示中稀疏的宽带信号进行亚奈奎斯特采集和处理。我们提出了随机抽样理论和一种有效的信息恢复算法来计算信号的频谱图。此外,我们为随机采样系统开发了一种硬件设计,该设计在采样抖动存在的情况下展示了一致的重建保真度,这是实际系统实现中非理想性的主要来源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation models for analog-to-information conversion via random sampling
We develop a framework for analog-to-information conversion based on the theory of information recovery from random samples. The framework enables sub-Nyquist acquisition and processing of wideband signals that are sparse in a local Fourier representation. We present the random sampling theory associated with an efficient information recovery algorithm to compute the spectrogram of the signal. Additionally, we develop a hardware design for the random sampling system that demonstrates a consistent reconstruction fidelity in the presence of sampling jitter, which forms the main source of non-ideality in a practical system implementation.
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