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Pilot Signal Design for Compressive Sensing Based Random Access in Machine-Type Communications

机译:机器类型通信中基于压缩感知的随机访问的先导信号设计

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In machine-type communications (MTC), a number of devices are present in a cell, but only a few of them attempt to access by sending preambles or pilots. For the sparse activity of devices, compressive sensing (CS) can be applied for joint detection of active devices and estimation of channel profiles. In this paper, a theoretical connection between pilots and the coherence of a CS measurement matrix is revealed for CS-based detection and estimation. Then, the Zadoff-Chu (ZC) and the power residue (PR) sequences are studied as potential candidates for pilot signals in CS-based random access. It is also shown that the CS measurement matrices from the ZC- and the PR-based pilots have theoretically bounded low coherence, which presents a theoretical guarantee of reliable recovery performance. Simulation results demonstrate that the proposed deterministic pilots outperform random binary and complex-valued pilots for CS-based random access in MTC.
机译:在机器型通信(MTC)中,小区中存在多个设备,但其中仅几个尝试通过发送前导码或飞行员访问。对于设备的稀疏活动,可以应用压缩检测(CS)用于接合检测有源器件和信道轮廓的估计。本文揭示了基于CS的检测和估计的导频与CS测量矩阵的相干性的理论连接。然后,将Zadoff-Chu(ZC)和功率残基(PR)序列作为基于CS的随机接入中的导频信号的潜在候选。还示出了来自ZC-和PR基导频的CS测量矩阵具有理论上有界的低相干性,这提出了可靠的恢复性能的理论保证。仿真结果表明,所提出的确定性试点始于MTC中基于CS的随机访问的随机二进制和复合值飞行员。

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