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Combined Nyquist and compressed sampling method for wireless multiband receivers

机译:用于无线多频带接收器的奈奎斯特和压缩采样方法

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摘要

The recently developed compressed sensing theory enables signal recovery from incomplete information with high probability provided that the signal is sparsely represented in some basis. It has also been proved that the random linear projection of an N-dimensional signal vector onto a AT-dimensional (KN) vector transfers enough information for signal reconstruction. This paper proposes the combined Nyquist and compressed sampling method to implement the compressed sensing theory in wireless multiband receivers. Decoding signals are sampled at the Nyquist rate while sensing signals are sampled at the compressed rate. For this purpose, the decoding signals and the sensing signals are converted into the lower and higher baseband frequencies, respectively. Nyquist sampling and compressed sampling are concurrently performed by a single ADC. First, low rate Nyquist sampling is conducted. Second, inner samples from the previous samples are randomly selected for compressed sensing. This method reduces the sampling burden in dealing with the sensing signals while guaranteeing the realization of Nyquist-rate decoding performance.
机译:最近开发的压缩感测理论使得能够从不完全信息中恢复具有高概率的不完整信息,只要信号稀疏地表示。还证实,N维信号矢量的随机线性投影到亚维(k n)矢量转移到信号重建的足够信息。本文提出了奈奎斯特和压缩采样方法的组合,实现了无线多频带接收器中的压缩感测理论。在奈奎斯特速率下对解码信号进行采样,同时以压缩速率对感测信号进行采样。为此目的,解码信号和感测信号分别被转换为较低的基带频率。奈奎斯特采样和压缩采样由单个ADC同时执行。首先,进行低速率奈奎斯特采样。其次,从先前样品中的内部样本被随机选择用于压缩感测。该方法降低了在处理感测信号时进行采样负担,同时保证实现奈奎斯速率解码性能。

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