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Cramér-Rao Lower Bounds for Positioning with Large Intelligent Surfaces using Quantized Amplitude and Phase

机译:Cramér-Rao下界,用于使用量化幅度和相位对大型智能表面进行定位

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We envision the use of large intelligent surface (LIS) technology, which is a promising concept that goes beyond massive multiple-input multiple-output (MIMO), for positioning applications due to its ability to focus energy in the 3D space. The Cramér-Rao lower bounds (CBLBs) for positioning using a LIS which can resolve amplitude and phase with full resolution have already been determined in the previous literature. However, in real applications, and specially if we consider cheap hardware components to enable the deployment of LIS at reasonable costs, the phase and amplitude have to be quantized before any information can be extracted from them. Furthermore, the phase information is more difficult to resolve due to phase noise, non-coherence, etc. In this paper we compute the CRLBs for positioning using LIS with quantized phase and amplitude. We also derive analytical bounds for the CRLB for positioning with LIS when all phase information is disregarded and amplitude is measured with full resolution. We present numerical results in the form of tables including the CRLB loss due to the different quantization resolutions, which can serve as a design guideline for hardware developers.
机译:我们设想将大型智能表面(LIS)技术用于定位应用程序,因为它可以将能量聚焦在3D空间中,该技术已经超越了大规模多输入多输出(MIMO),这是一个很有前途的概念。在以前的文献中已经确定了使用LIS进行定位的Cramér-Rao下界(CBLB),该LIS可以完全解析振幅和相位。但是,在实际应用中,特别是如果我们考虑使用便宜的硬件组件以合理的成本实现LIS的部署,则必须先对相位和幅度进行量化,然后才能从中提取任何信息。此外,由于相位噪声,非相干性等原因,相位信息更难解析。在本文中,我们使用具有量化的相位和幅度的LIS计算用于定位的CRLB。当忽略所有相位信息并且以全分辨率测量幅度时,我们还导出了使用LIS定位时CRLB的分析范围。我们以表格的形式给出数值结果,包括由于不同的量化分辨率而导致的CRLB损失,这些结果可以用作硬件开发人员的设计指南。

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