Multiple-Frequency DBIM-TwIST Algorithm for Microwave Breast Imaging

被引:95
|
作者
Miao, Zhenzhuang [1 ]
Kosmas, Panagiotis [1 ]
机构
[1] Kings Coll London, Dept Informat, London WC2R 2LS, England
关键词
Distorted Born iterative method (DBIM); hybrid frequency; initial guess; L-1 norm regularization method; microwave breast imaging; multiple-frequency; multipleresolution; two-step iterative shrinkage/ thresholding (TwIST); REALISTIC NUMERICAL BREAST; INVERSE SCATTERING; CANCER DETECTION; REGULARIZATION; PHANTOMS;
D O I
10.1109/TAP.2017.2679067
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
A novel distorted Born iterative method (DBIM) algorithm is proposed for microwave breast imaging based on the two-step iterative shrinkage/thresholding method. We show that this implementation is more flexible and robust than using traditional Krylov subspace methods such as the CGLS as solvers of the ill-posed linear problem. This paper presents several strategies to increase the algorithm's robustness: a hybrid multifrequency approach to achieve an optimal tradeoff between imaging accuracy and reconstruction stability; a new approach to estimate the average breast tissues properties, based on sampling along their range of possible values and running a few DBIM iterations to find the minimum error; and finally, a new regularization strategy for the DBIM method based on the L-1 norm and the Pareto curve. We present reconstruction examples which illustrate the benefits of these optimization strategies, which have resulted in a DBIM algorithm that outperforms our previous implementations for microwave breast imaging.
引用
收藏
页码:2507 / 2516
页数:10
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