Title :
Frequency-domain penalized least-squares beamformer design for early detection of breast cancer via microwave imaging
Author :
Davis, Shakti K. ; Li, Xu ; Bond, Essex J. ; Hagness, Susan C. ; Van Veen, Barry D.
Author_Institution :
Dept. of Electr. Eng., Wisconsin Univ., Madison, WI, USA
Abstract :
Microwave imaging has been proposed as an alternative to X-ray mammography for early-stage breast cancer detection. We investigate a method of microwave imaging via space-time (MIST) beamforming for detecting backscattered energy from small malignant breast tumors. The beamformer weights are designed to optimally compensate for frequency-dependent propagation effects and minimize clutter by solving a set of penalized least-squares problems that are formulated in the frequency domain. We demonstrate the efficacy of our space-time beamforming approach using backscatter data acquired from two types of breast phantoms: a realistic numerical breast model and a simple experimental breast phantom. The numerical model is derived from a magnetic resonance image of the breast and the backscatter waveforms are computed using the finite-difference time-domain method for solving Maxwell´s equations. The experimental phantom consists of a synthetic tumor suspended in a homogeneous liquid. The dielectric-properties contrast between the liquid and synthetic tumor is similar to the contrast between normal and malignant breast tissue. Our images exhibit high signal-to-clutter ratios and good tumor localization even under various challenging conditions.
Keywords :
adaptive signal processing; backscatter; cancer; finite difference time-domain analysis; frequency-domain analysis; least squares approximations; medical image processing; microwave imaging; tumours; Maxwell´s equations; backscatter data; backscatter waveforms; backscattered energy detection; beamformer weights; breast phantoms; clutter minimization; dielectric-properties; early-stage breast cancer detection; experimental breast phantom; finite-difference time-domain method; frequency-dependent propagation effects; frequency-domain penalized least-squares beamformer; homogeneous liquid; magnetic resonance image; malignant breast tissue; microwave imaging; normal breast tissue; numerical breast model; penalized least-squares problems; signal-to-clutter ratios; small malignant breast tumors; space-time beamforming; synthetic tumor; tumor localization; Array signal processing; Backscatter; Breast cancer; Breast neoplasms; Cancer detection; Imaging phantoms; Microwave imaging; Numerical models; Optical imaging; X-ray imaging;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
Print_ISBN :
0-7803-7551-3
DOI :
10.1109/SAM.2002.1191012