RFI-Aware and Low-Cost Maximum Likelihood Imaging for High-Sensitivity Radio Telescopes

被引:0
|
作者
Wang, J. [1 ]
El Korso, M. N. [2 ]
Bacharach, L. [1 ]
Larzabal, P. [1 ]
机构
[1] Univ Paris Saclay, SATIE, F-91190 Gif Sur Yvette, France
[2] Univ Paris Saclay, L2S, F-91190 Gif Sur Yvette, France
关键词
Noise; Imaging; Vectors; Antennas; Computational modeling; Antenna measurements; Antenna arrays; Switches; Signal processing algorithms; Sensors; Antenna array processing; expectation-maximization algorithm; interferometry; radio-astronomical imaging; ANTENNA-ARRAYS; PERFORMANCE; DESIGN; BOUNDS;
D O I
10.1109/LSP.2024.3483011
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper addresses the challenge of interference mitigation and reduction of computational cost in the context of radio interferometric imaging. We propose a novel maximum-likelihood-based methodology based on the antenna sub-array switching technique, which strikes a refined balance between imaging accuracy and computational efficiency. In addition, we tackle robustness regarding radio interference by modeling the additive noise as t-distributed. Through simulation results, we demonstrate the superiority of the t-distributed noise model over the conventional Gaussian noise model in scenarios involving interferences. We evidence that our proposed switching approach yields similar imaging performances with far fewer visibilities compared to the full array configuration, thus, diminishing the computational complexity.
引用
收藏
页码:2960 / 2964
页数:5
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