Rapid calculation of bistatic scattering problems based on bayesian compressive sensing

被引:0
|
作者
Wang, Zhonggen [1 ]
Sun, Longhui [1 ]
Nie, Wenyan [2 ]
Sun, Yufa [3 ]
Dong, Dai [1 ]
Liu, Yang [1 ]
机构
[1] Anhui Univ Sci & Technol, Sch Elect & Informat Engn, Huainan 232001, Peoples R China
[2] HuaiNan Normal Univ, Sch Mech & Elect Engn, Huainan, Peoples R China
[3] Anhui Univ, Sch Elect & Informat Engn, Hefei, Peoples R China
基金
中国国家自然科学基金;
关键词
Bayesian compressive sensing; characteristic basis functions; recovery algorithm;
D O I
10.1080/02726343.2025.2462925
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
In this paper, in order to accelerate the solution of the three-dimensional target scattering problems, bayesian compressive sensing (BCS) combined with high-order characteristic basis functions (HCBFs) is proposed. Unlike the traditional compressive sensing (CS) combined with CBFs method, the main improvements of our work are twofold: First, by utilizing HCBFs instead of traditional CBFs, not only the construction of the sparse basis is accelerated, but also the computational accuracy is improved. Second, comparing to CS using the orthogonal matching pursuit recovery algorithm, BCS requires fewer iterations and takes less time in recovering sparse signals. Numerical calculations show that the new method not only accelerates the solution time but also improves the computational accuracy.
引用
收藏
页数:14
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