Failure diagnosis for time-modulated arrays based on compressed sensing

被引:1
|
作者
Bai, Guo [1 ]
Liao, Cheng [1 ]
Cheng, You-Feng [1 ]
Liu, Yuanzhi [2 ]
Feng, Ju [1 ]
Zhong, Xuanming [1 ]
机构
[1] Southwest Jiaotong Univ, Inst Electromagnet, Chengdu 610031, Sichuan, Peoples R China
[2] Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON, Canada
关键词
Array failure; compressed sensing; convex programming; time-modulated arrays;
D O I
10.1080/09205071.2023.2270517
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
Time-modulated arrays (TMAs) have a high design degrees of freedom (DoFs) to improve radiation performance, while they are prone to failure due to their hardware characteristics. In this article, we propose a novel technique to diagnose impaired TMAs based on compressed sensing (CS). The TMA diagnosis problem is reformulated as a sparse signal recovery problem at the center frequency and sidebands. Then, a method based on the difference of convex sets theory and sequential convex programming (DCS-SCP) is developed to implement diagnosis for impaired TMAs. Using a small number of far-field measurements at the same position but different frequencies, the joint recovery of the equivalent excitations at the center frequency and sidebands is realized by a mixed l(0)/l(2)-norm minimization method. The numerical simulation and the successful comparison with the state-of-the-art algorithms demonstrate the superiority of the proposed methods in terms of noise robustness and diagnosis accuracy.
引用
收藏
页码:17 / 33
页数:17
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