The Impact of Phase Information on the Imaging Performance of the Extended Phaseless Rytov Approximation

IF 3.6 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Zan Li;Amartansh Dubey;Ross Murch
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引用次数: 0

Abstract

The extended phaseless Rytov approximation for lossy media (xPRA-LM) has been shown to significantly extend the validity range of the Rytov approximation. Due to its extended validity range, xPRA-LM can be useful for large-scale RF imaging applications such as Wi-Fi based indoor imaging. However xPRA-LM is formulated for datasets with phaseless data only. In this work, we investigate the extended phaseless Rytov approximation when phase is included and we refer to this formulation as the extended full-data Rytov approximation for low-loss media (xFRA-LM). Specific contributions of this work include the formulation of xFRA-LM, development of a Cramér-Rao Bound for xFRA-LM and also providing numerical comparisons with xPRA-LM. The development of xFDA-LM also opens a pathway for the extension of radio tomographic imaging (RTI) to include phase and this is also discussed. The results show that the Bayesian Cramér-Rao Bound for xFRA-LM is at least half that of the bound for xPRA-LM demonstrating the advantages of including phase. Furthermore, simulation results for reconstruction quality show that xFRA-LM is significantly enhanced as compared to xPRA-LM, in terms of validity range, imaging accuracy and imaging resolution.
相位信息对扩展无相Rytov近似成像性能的影响
有耗介质的扩展无相Rytov近似(xPRA-LM)显著地扩展了Rytov近似的有效范围。由于其扩展的有效范围,xPRA-LM可用于大规模射频成像应用,如基于Wi-Fi的室内成像。然而,xPRA-LM仅针对无相数据集制定。在这项工作中,我们研究了包含相位时的扩展无相Rytov近似,我们将该公式称为低损耗介质(xfr - lm)的扩展全数据Rytov近似。本工作的具体贡献包括xFRA-LM的公式,xFRA-LM的cram - rao界的发展,以及与xPRA-LM的数值比较。xFDA-LM的发展也为放射层析成像(RTI)向相位的扩展开辟了一条途径,并对此进行了讨论。结果表明,xFRA-LM的贝叶斯cram r- rao界至少是xPRA-LM界的一半,体现了包含相位的优势。此外,重建质量的仿真结果表明,与xPRA-LM相比,xfr - lm在有效范围、成像精度和成像分辨率方面都有显著提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.50
自引率
12.50%
发文量
90
审稿时长
8 weeks
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