Title :
Microwave Radar and Microwave-Induced Thermoacoustics: Dual-Modality Approach for Breast Cancer Detection
Author :
Kirshin, E. ; Oreshkin, B. ; Zhu, Guangran Kevin ; Popovic, M. ; Coates, Mark
Author_Institution :
Dept. of Electr. & Comput. Eng., McGill Univ., Montreal, QC, Canada
Abstract :
Microwave radar and microwave-induced thermoacoustics, recently proposed as promising breast cancer detection techniques, each have shortcomings that reduce detection performance. Making the assumption that the measurement noises experienced when applying these two techniques are independent, we propose a methodology to process the input signals jointly based on a hypothesis testing framework. We present two test statistics and derive their distributions to set the thresholds. The methodology is evaluated on numerically simulated signals acquired from 2-D numerical breast models using finite-difference time-domain method. Our results show that the proposed dual-modality approach can give a significant improvement in detection performance.
Keywords :
biomedical ultrasonics; cancer; finite difference time-domain analysis; mammography; medical signal processing; microwave measurement; radar imaging; radiofrequency heating; thermoacoustics; 2D numerical breast models; breast cancer detection techniques; dual modality approach; finite difference time domain method; hypothesis testing framework; input signal processing; measurement noises; microwave induced thermoacoustics; microwave radar; numerically simulated signals; statistical distributions; test statistics; Breast; Electromagnetic heating; Microwave imaging; Microwave theory and techniques; Numerical models; Tumors; Vectors; Breast; breast cancer detection; hypothesis testing; imaging; microwave; sensor fusion; ultrawide band (UWB); Breast Neoplasms; Computer Simulation; Diagnostic Imaging; Female; Humans; Microwaves; Models, Biological; Signal Processing, Computer-Assisted; Temperature;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2012.2220768