An Exponential Filtering Based Inversion Method for Microwave Imaging

被引:3
|
作者
Magdum, Amit [1 ]
Erramshetty, Mallikarjun [1 ]
Jagannath, Ravi Prasad K. [2 ]
机构
[1] Natl Inst Technol Goa, Dept Elect & Commun Engn, Ponda, Goa, India
[2] Natl Inst Technol Goa, Dept Appl Sci, Ponda, Goa, India
关键词
Exponential filtering; ill-posed problem; microwave; imaging; singular values; Tikhonov regularization;
D O I
10.13164/re.2021.0496
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, a new methodology based on the exponential filtering of singular values is adopted to solve the linear ill-posed problem of microwave imaging. This technique filters out the insignificant singular values and works as an efficient low pass filter to eliminate high-frequency noise from the estimated solution. Standard Tikhonov regularization has also proven to be a special case of this method. To show the effectiveness of this approach, various numerical examples of synthetic data and experimental data of Fresnel's Institute are considered for the study. The reconstruction performance of this algorithm is quantified using the mean square error (MSE) and Pearson's correlation coefficient (PCC). Further, the effect of noise on these metrics is presented. The results are compared with the standard Tikhonov regularization method, and it is observed that the proposed reconstruction algorithm provides accurate results compared to the standard Tikhonov regularization method.
引用
收藏
页码:496 / 503
页数:8
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