Accurate Reconstruction of the Radiation of Sparse Sources from a Small Set of Near-Field Measurements by Means of a Smooth-Weighted Norm for Cluster-Sparsity Problems

Author:

Pinchera DanieleORCID,Migliore Marco DonaldORCID

Abstract

The aim of this contribution is to present an approach that allows to improve the quality of the reconstruction of the far-field from a small number of measured samples by means of sparse recovery using a relatively coarse grid for source positions (with sample spacing of the order of λ/8) compared to the grid usually required. In particular, the iterative method proposed employs a smooth-weighted constrained minimization, that guarantees a better probability of correct estimate of the sparse sources and an improved quality in the reconstruction, with a similar computational effort respect to the standard ℓ1 re-weighted minimization approach.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. High Resolution ISAR Imaging Methods for RCS Data Analysis;2024 18th European Conference on Antennas and Propagation (EuCAP);2024-03-17

2. Reconstruction of Sparse Array Pattern from a Limited Number of Samples with a Compressive Sensing Inspired Approach;2023 17th European Conference on Antennas and Propagation (EuCAP);2023-03-26

3. ISAR Image Gating Using Backprojection and Iterative Smooth Reweighted ℓ1-minimization;2022 Antenna Measurement Techniques Association Symposium (AMTA);2022-10-09

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