DocumentCode
1390719
Title
Multiple-Input Multiple-Output Radar for Lesion Classification in Ultrawideband Breast Imaging
Author
Chen, Yifan ; Craddock, Ian James ; Kosmas, Panagiotis ; Ghavami, Mohammad ; Rapajic, Predrag
Author_Institution
Sch. of Eng., Univ. of Greenwich, Chatham, UK
Volume
4
Issue
1
fYear
2010
Firstpage
187
Lastpage
201
Abstract
This paper studies the problem of applying multiple-input multiple-output (MIMO) radar techniques for lesion classification in ultrawideband (UWB) breast imaging. Ongoing work on this topic has suggested that benign and malignant masses, which usually possess remarkable architectural differences, could be distinguished by exploiting their morphology-dependent UWB microwave backscatter. We have previously approached this problem by deriving the complex natural resonances of the late-time target response, where the damping factors vary with the border profiles of anomalies. In this paper, we investigate the potential advantage of MIMO radar to enhance the resonance scattering phenomenon in breast tissue discrimination. MIMO radar can choose freely the probing signals transmitted via its antennas to exploit the independence between signals at the array elements, thereby enhancing the performance of target classification. Based on the observed damping factors and the receiver operating characteristics at different classifiers, which correspond to various diversity paths in the MIMO radar system, two data-fusion rules are proposed for robust lesion differentiation. Finally, numerical examples are provided to demonstrate the efficacy of the proposed imaging technique.
Keywords
MIMO radar; antenna arrays; biological tissues; damping; image classification; mammography; medical image processing; microwave imaging; sensor fusion; ultra wideband technology; MIMO radar system; antennas; array elements; benign masses; breast tissue discrimination; complex natural resonances; damping factors; data-fusion rules; diversity paths; lesion classification; malignant masses; morphology-dependent UWB microwave backscatter; multiple-input multiple-output radar techniques; probing signals; receiver operating characteristics; resonance scattering phenomenon; robust lesion differentiation; target classification; ultrawideband breast imaging; Breast; Damping; Lesions; MIMO; Microwave imaging; Radar antennas; Radar imaging; Resonance; Ultra wideband radar; Ultra wideband technology; Breast cancer detection; lesion morphology; microwave imaging; multiple-input multiple-output radar; robust lesion classification;
fLanguage
English
Journal_Title
Selected Topics in Signal Processing, IEEE Journal of
Publisher
ieee
ISSN
1932-4553
Type
jour
DOI
10.1109/JSTSP.2009.2038975
Filename
5393287
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