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Millimeter wave imaging using sparse arrays

机译:使用稀疏阵列的毫米波成像

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In this paper, we develop a theoretical framework for short-range millimeter (mm) wave radar imaging using a sparse array of monostatic elements, and validate it via experiments. The framework is a significant departure from classical radar, which largely focuses on long-range settings in which targets are well modeled as point scatterers. For sparse arrays, the point scatterer target model leads to grating lobes, and our central contribution is to demonstrate that a patch-based target model, suitably optimized for the sensor and scene geometry, suppresses such grating lobes. Key results include the following: (a) Characterizing the number of degrees of freedom (DoF) as a function of geometry, and showing that spatial undersampling (number of elements smaller than DoF) leads to grating lobes with the point target model; (b) showing that spatial aggregation via a patch-based dictionary suppresses grating lobes, and that patch size can be optimized based on estimation-theoretic criteria; (c) providing examples of the application, and adaptation, of patch-based dictionaries for sparse reconstruction. (C) 2019 Elsevier B.V. All rights reserved.
机译:在本文中,我们使用稀疏的单静态元素阵列为短程毫米波雷达成像开发了理论框架,并通过实验对其进行了验证。该框架与传统雷达有很大的不同,传统雷达主要关注于将目标建模为点散射体的远程设置。对于稀疏阵列,点散射目标模型会导致光栅波瓣,而我们的主要贡献在于证明针对传感器和场景几何结构进行了优化的基于补丁的目标模型可以抑制此类光栅波瓣。关键结果包括:(a)表征自由度(DoF)数与几何的关系,并表明空间欠采样(元素数小于DoF)会导致点目标模型的光栅波瓣; (b)表明通过基于补丁的字典进行空间聚集可以抑制光栅波瓣,并且可以基于估计理论标准来优化补丁大小; (c)提供基于补丁的字典在稀疏重建中的应用和改编示例。 (C)2019 Elsevier B.V.保留所有权利。

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