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A synchronous compression method based on compressed sensing for time-interleaved sampling

机译:基于压缩感知的时间交错采样同步压缩方法

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The time-interleaved sampling technique, which can reduce the requirement to the speed of ADCs by using parallel operation of multiple ADCs, has become a practical solution for high speed data acquisition. To further reduce the quantity of the acquired data for frequency-sparse signals, this paper presents a new data acquisition and compression method combining time-interleaved sampling technique with Compressed Sampling (CS) theory. We implement synchronous data compression using Field Programmable Gate Array (FPGA) device, in which the asynchronous data streams are first synchronized through multistage buffering method and then compressed by CS approach. An important strength of this method lies in that the entire design is synchronized by a common clock, which allows the circuit to work at a high rate. From the perspective of data stream, we obtain a compressed data steam at a sub-Nyquist rate which reduces the load of storage and transmission significantly. The simulation experiments verify that the original signal can be recovered exactly from the compressed data with overwhelming probability.
机译:时间交错采样技术可以通过使用多个ADC的并行操作来降低对ADC速度的要求,已成为高速数据采集的实用解决方案。为了进一步减少频率稀疏信号的采集数据量,本文提出了一种新的数据采集和压缩方法,将时间交错采样技术与压缩采样(CS)理论相结合。我们使用现场可编程门阵列(FPGA)实现同步数据压缩,其中异步数据流首先通过多级缓冲方法进行同步,然后通过CS方法进行压缩。该方法的一个重要优势在于,整个设计通过一个公共时钟进行同步,从而可以使电路以较高的速率工作。从数据流的角度来看,我们以亚奈奎斯特速率获得压缩的数据流,这大大降低了存储和传输的负载。仿真实验证明,可以以压倒性的概率从压缩数据中准确恢复原始信号。

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