Sensitivity of the Distorted Born Iterative Method to the Initial Guess in Microwave Breast Imaging

被引:48
|
作者
Gao, Fuqiang [1 ,2 ]
Van Veen, Barry D. [1 ]
Hagness, Susan C. [1 ]
机构
[1] Univ Wisconsin, Dept Elect & Comp Engn, Madison, WI 53706 USA
[2] Oracle Amer Inc, Charlotte, NC 28277 USA
基金
美国国家科学基金会;
关键词
Dielectric properties; distorted Born iterative method (DBIM); initial guess; microwave breast imaging; microwave inverse scattering; REALISTIC NUMERICAL BREAST; DIELECTRIC-PROPERTIES; LARGE-SCALE; RECONSTRUCTION; TOMOGRAPHY; PHANTOMS; TISSUES; MODELS; WOMEN;
D O I
10.1109/TAP.2015.2436406
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 distorted Born iterative method (DBIM) has been explored recently for microwave breast imaging. DBIM is an iterative method; thus, it requires an initial guess of the dielectric properties of the breast. In this paper, we study the sensitivity of DBIM imaging accuracy and convergence speed to the properties of a homogeneous initial guess. We conduct this investigation for a multifrequency formulation of DBIM, wherein the dispersive breast tissue properties are described with a Debye model. The parameters of the Debye model for the initial guess are linearly linked to reflect typical breast tissue dielectric properties. The static permittivity characterizing the properties is swept over an appropriate range of initial guesses and DBIM is used to obtain imaging results for each guess. Image quality and the number of iterations required for convergence is evaluated using three-dimensional (3-D) anatomically realistic numerical breast phantoms. This investigation not only vividly illustrates the sensitivity of DBIM to the initial guess but also definitively demonstrates that the use of initial values close to the average properties of the breast yields near-optimal performance. Finally, we present and evaluate a practical algorithm for estimating the average properties to be used as the initial guess.
引用
收藏
页码:3540 / 3547
页数:8
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