Breast Cancer Detection Using a Metasurface-Based Microwave Probe
This work introduces an electromagnetic energy scanning technique with specific application to the detection of breast cancer. The technique is based on a metasurface field detector probe composed of an ensemble of electrically small elements resonating at 700 MHz, where the middle single element represents the field detector. The sensor scans the two-dimensional plane that contains the energy transmitted through the breast. Once the scan is completed, we generate a contrast image composed of N X N pixels that represent the different components of the breast tissue. We then compile a dataset of these contrast images to train a convolutional neural network (CNN) to differentiate between healthy and unhealthy breast tissue. Thie probe provides a resolution that cannot be matched by either electrically small probes or resonance-based probes that have dimensions comparable to the wavelength. The field emanating from a specific structure, such as a human female breast, can be scanned by the proposed probe to achieve a resolution in the millimeter range while operating in the low-microwave frequency spectrum. The probe was tested numerically, and a prototype was tested experimentally, demonstrating its effectiveness in providing a field resolution of approximately 5 mm.
Authors
- Omar M. Ramahi (ORCID: https://orcid.org/0000-0002-9403-0029)
- Hamid Akbari–Chelaresi
- Mauricio Hernández (ORCID: https://orcid.org/0000-0002-9852-793X)
- Ghazaleh Tashtarian
Institutions
- University of Waterloo (CA)
Publication Details
- Journal
- IEEE Journal of Electromagnetics RF and Microwaves in Medicine and Biology
- Published
- 2025-06-13
- DOI
- https://doi.org/10.1109/jerm.2025.3572116
- Citations
- 1
- Primary Topic
- Microwave Imaging and Scattering Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.67