Iterative Least Squares Algorithm for Inverse Problem in Microwave Medical Imaging

被引:0
作者
Azghani, Masoumeh [1 ]
Marvasti, Farokh [2 ]
机构
[1] Sahand Univ Technol, Dept Elect Engn, Tabriz, Iran
[2] Sharif Univ Technol, Dept Elect Engn, ACRI, Tehran, Iran
来源
2016 24TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2016年
关键词
Microwave tomography; sparse signal processing; sparsity; inverse scattering; Microwave imaging technique;
D O I
暂无
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
The inverse problem in MicroWave Imaging (MWI) is an ill-posed one which can be solved with the aid of the sparsity prior of the solution. In this paper, an Iterative Least Squares Algorithm (ILSA) has been proposed as an inverse solver in MWI which seeks for the sparse vector satisfying the problem constraints. Minimizing a least squares cost function, we derive a relatively simple iterative algorithm which enforces the sparsity gradually with the aid of a reweighting operator. The simulation results confirm the superiority of the suggested method compared to the state-of-the-art schemes in the quality of the recovered breast tumors in the microwave images.
引用
收藏
页码:341 / 344
页数:4
相关论文
共 17 条
[1]  
Azghani M., MED IMAGING IN PRESS
[2]  
Azghani M., 2014, ANTENNA WIR IN PRESS
[3]  
Azghani M, 2014, PROC EUR CONF ANTENN, P699, DOI 10.1109/EuCAP.2014.6901855
[4]  
Boyd S, 2004, CONVEX OPTIMIZATION
[5]  
Candès EJ, 2008, IEEE SIGNAL PROC MAG, V25, P21, DOI 10.1109/MSP.2007.914731
[6]   Stable signal recovery from incomplete and inaccurate measurements [J].
Candes, Emmanuel J. ;
Romberg, Justin K. ;
Tao, Terence .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2006, 59 (08) :1207-1223
[7]   Iteratively Reweighted Least Squares Minimization for Sparse Recovery [J].
Daubechies, Ingrid ;
Devore, Ronald ;
Fornasier, Massimo ;
Guentuerk, C. Sinan .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2010, 63 (01) :1-38
[8]   Breast tumor characterization based on ultrawideband microwave backscatter [J].
Davis, Shakti K. ;
Van Veen, Barry D. ;
Hagness, Susan C. ;
Kelcz, Frederick .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (01) :237-246
[9]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[10]   Microwave Biomedical Data Inversion Using the Finite-Difference Contrast Source Inversion Method [J].
Gilmore, Colin ;
Abubakar, Aria ;
Hu, Wenyi ;
Habashy, Tarek M. ;
van den Berg, Peter M. .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2009, 57 (05) :1528-1538