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Combined Nyquist and compressed sampling method for wireless multiband receivers

机译:无线多频段接收机的奈奎斯特和压缩采样组合方法

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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 K-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:只要在某种基础上稀疏表示信号,最近开发的压缩感测理论就可以从不完全信息中恢复信号的可能性很高。还已经证明,N维信号向量在K维(K N)向量上的随机线性投影可以传递足够的信息以进行信号重建。本文提出了奈奎斯特和压缩采样相结合的方法,以在无线多频带接收机中实现压缩感知理论。解码信号以奈奎斯特速率采样,而感测信号以压缩速率采样。为此,将解码信号和感测信号分别转换为较低和较高的基带频率。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,从先前样本中随机抽取内部样本进行压缩感测。该方法减轻了处理感测信号时的采样负担,同时保证了奈奎斯特速率解码性能的实现。

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