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Complete Breast Cancer Detection and Monitoring System by Using Microwave Textile Based Antenna Sensors
by
Fahmy, Omar M.
, Ezzat, Khaled
, Mohamed, Rawda A.
, Eldamak, Angie R.
, Elsheakh, Dalia N.
in
Accuracy
/ Algorithms
/ Antennas
/ Breast
/ Breast cancer
/ Breast Neoplasms - diagnosis
/ Classification
/ Computer Simulation
/ coplanar waveguide monopole antenna specific absorption rate (SAR)
/ Coplanar waveguides
/ Cotton
/ Dielectric properties
/ Efficiency
/ Female
/ Humans
/ Learning algorithms
/ Machine learning
/ machine-learning algorithms (MLA)
/ Magnetic resonance imaging
/ Mammography
/ Medical screening
/ Microwaves
/ Monitoring
/ Monitoring systems
/ Radiation
/ Screen printing
/ Sensors
/ smart bra
/ Substrates
/ textile antenna sensor
/ Textiles
/ Tumors
/ Ultrasonic imaging
/ wearable
/ Womens health
2023
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Complete Breast Cancer Detection and Monitoring System by Using Microwave Textile Based Antenna Sensors
by
Fahmy, Omar M.
, Ezzat, Khaled
, Mohamed, Rawda A.
, Eldamak, Angie R.
, Elsheakh, Dalia N.
in
Accuracy
/ Algorithms
/ Antennas
/ Breast
/ Breast cancer
/ Breast Neoplasms - diagnosis
/ Classification
/ Computer Simulation
/ coplanar waveguide monopole antenna specific absorption rate (SAR)
/ Coplanar waveguides
/ Cotton
/ Dielectric properties
/ Efficiency
/ Female
/ Humans
/ Learning algorithms
/ Machine learning
/ machine-learning algorithms (MLA)
/ Magnetic resonance imaging
/ Mammography
/ Medical screening
/ Microwaves
/ Monitoring
/ Monitoring systems
/ Radiation
/ Screen printing
/ Sensors
/ smart bra
/ Substrates
/ textile antenna sensor
/ Textiles
/ Tumors
/ Ultrasonic imaging
/ wearable
/ Womens health
2023
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Complete Breast Cancer Detection and Monitoring System by Using Microwave Textile Based Antenna Sensors
by
Fahmy, Omar M.
, Ezzat, Khaled
, Mohamed, Rawda A.
, Eldamak, Angie R.
, Elsheakh, Dalia N.
in
Accuracy
/ Algorithms
/ Antennas
/ Breast
/ Breast cancer
/ Breast Neoplasms - diagnosis
/ Classification
/ Computer Simulation
/ coplanar waveguide monopole antenna specific absorption rate (SAR)
/ Coplanar waveguides
/ Cotton
/ Dielectric properties
/ Efficiency
/ Female
/ Humans
/ Learning algorithms
/ Machine learning
/ machine-learning algorithms (MLA)
/ Magnetic resonance imaging
/ Mammography
/ Medical screening
/ Microwaves
/ Monitoring
/ Monitoring systems
/ Radiation
/ Screen printing
/ Sensors
/ smart bra
/ Substrates
/ textile antenna sensor
/ Textiles
/ Tumors
/ Ultrasonic imaging
/ wearable
/ Womens health
2023
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Complete Breast Cancer Detection and Monitoring System by Using Microwave Textile Based Antenna Sensors
Journal Article
Complete Breast Cancer Detection and Monitoring System by Using Microwave Textile Based Antenna Sensors
2023
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Overview
This paper presents the development of a new complete wearable system for detecting breast tumors based on fully textile antenna-based sensors. The proposed sensor is compact and fully made of textiles so that it fits conformably and comfortably on the breasts with dimensions of 24 × 45 × 0.17 mm3 on a cotton substrate. The proposed antenna sensor is fed with a coplanar waveguide feed for easy integration with other systems. It realizes impedance bandwidth from 1.6 GHz up to 10 GHz at |S11| ≤ −6 dB (VSWR ≤ 3) and from 1.8 to 2.4 GHz and from 4 up to 10 GHz at |S11| ≤ −10 dB (VSWR ≤ 2). The proposed sensor acquires a low specific absorption rate (SAR) of 0.55 W/kg and 0.25 W/kg at 1g and 10 g, respectively, at 25 dBm power level over the operating band. Furthermore, the proposed system utilizes machine-learning algorithms (MLA) to differentiate between malignant tumor and benign breast tissues. Simulation examples have been recorded to verify and validate machine-learning algorithms in detecting tumors at different sizes of 10 mm and 20 mm, respectively. The classification accuracy reached 100% on the tested dataset when considering |S21| parameter features. The proposed system is vision as a “Smart Bra” that is capable of providing an easy interface for women who require continuous breast monitoring in the comfort of their homes.
Publisher
MDPI AG,MDPI
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