TY - JOUR
T1 - Machine Learning-Based Frequency Selection to Improve Breast Cancer Detection in MammoWave Device
AU - Taghipour-Gorjikolaie, Mehran
AU - Ghavami, Navid
AU - Tiberi, Gianluigi
AU - Badia, Mario
AU - Papini, Lorenzo
AU - Fracassini, Arianna
AU - Bigotti, Alessandra
AU - Palomba, Gianmarco
AU - Ghavami, Mohammad
PY - 2024/7/14
Y1 - 2024/7/14
N2 - MammoWave, a novel microwave breast imaging device, employs a frequency range spanning from 1 to 9 GHz to acquire dielectric properties information from the breast. This study conducts a comprehensive analysis of various sub-bands to identify those or their combinations that enhance the efficacy of cancer detection. The findings reveal that leveraging the combined information from the 5-6, 7-8, and 8–9 GHz sub-bands yields notable improvements. These results underscore the potential of strategically utilizing specific frequency sub-bands for enhanced performance in breast cancer detection using MammoWave.
AB - MammoWave, a novel microwave breast imaging device, employs a frequency range spanning from 1 to 9 GHz to acquire dielectric properties information from the breast. This study conducts a comprehensive analysis of various sub-bands to identify those or their combinations that enhance the efficacy of cancer detection. The findings reveal that leveraging the combined information from the 5-6, 7-8, and 8–9 GHz sub-bands yields notable improvements. These results underscore the potential of strategically utilizing specific frequency sub-bands for enhanced performance in breast cancer detection using MammoWave.
UR - https://ieeexplore.ieee.org/document/10687217
U2 - 10.1109/ap-s/inc-usnc-ursi52054.2024.10687217
DO - 10.1109/ap-s/inc-usnc-ursi52054.2024.10687217
M3 - Article
SP - 1253
EP - 1254
JO - 2024 IEEE International Symposium on Antennas and Propagation and INC/USNC‐URSI Radio Science Meeting (AP-S/INC-USNC-URSI)
JF - 2024 IEEE International Symposium on Antennas and Propagation and INC/USNC‐URSI Radio Science Meeting (AP-S/INC-USNC-URSI)
T2 - 2024 IEEE International Symposium on Antennas and Propagation and INC/USNC‐URSI Radio Science Meeting (AP-S/INC-USNC-URSI)
Y2 - 14 July 2024 through 19 July 2024
ER -
