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Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions

Inaccurate estimation of average dielectric properties can have a tangible impact on microwave radar-based breast images. Despite this, recent patient imaging studies have used a fixed estimate although this is known to vary from patient to patient. Parameter search algorithms are a promising techni...

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Detalles Bibliográficos
Autores principales: O’Loughlin, Declan, Oliveira, Bárbara L., Elahi, Muhammad Adnan, Glavin, Martin, Jones, Edward, Popović, Milica, O’Halloran, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751619/
https://www.ncbi.nlm.nih.gov/pubmed/29211018
http://dx.doi.org/10.3390/s17122823
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author O’Loughlin, Declan
Oliveira, Bárbara L.
Elahi, Muhammad Adnan
Glavin, Martin
Jones, Edward
Popović, Milica
O’Halloran, Martin
author_facet O’Loughlin, Declan
Oliveira, Bárbara L.
Elahi, Muhammad Adnan
Glavin, Martin
Jones, Edward
Popović, Milica
O’Halloran, Martin
author_sort O’Loughlin, Declan
collection PubMed
description Inaccurate estimation of average dielectric properties can have a tangible impact on microwave radar-based breast images. Despite this, recent patient imaging studies have used a fixed estimate although this is known to vary from patient to patient. Parameter search algorithms are a promising technique for estimating the average dielectric properties from the reconstructed microwave images themselves without additional hardware. In this work, qualities of accurately reconstructed images are identified from point spread functions. As the qualities of accurately reconstructed microwave images are similar to the qualities of focused microscopic and photographic images, this work proposes the use of focal quality metrics for average dielectric property estimation. The robustness of the parameter search is evaluated using experimental dielectrically heterogeneous phantoms on the three-dimensional volumetric image. Based on a very broad initial estimate of the average dielectric properties, this paper shows how these metrics can be used as suitable fitness functions in parameter search algorithms to reconstruct clear and focused microwave radar images.
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spelling pubmed-57516192018-01-10 Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions O’Loughlin, Declan Oliveira, Bárbara L. Elahi, Muhammad Adnan Glavin, Martin Jones, Edward Popović, Milica O’Halloran, Martin Sensors (Basel) Article Inaccurate estimation of average dielectric properties can have a tangible impact on microwave radar-based breast images. Despite this, recent patient imaging studies have used a fixed estimate although this is known to vary from patient to patient. Parameter search algorithms are a promising technique for estimating the average dielectric properties from the reconstructed microwave images themselves without additional hardware. In this work, qualities of accurately reconstructed images are identified from point spread functions. As the qualities of accurately reconstructed microwave images are similar to the qualities of focused microscopic and photographic images, this work proposes the use of focal quality metrics for average dielectric property estimation. The robustness of the parameter search is evaluated using experimental dielectrically heterogeneous phantoms on the three-dimensional volumetric image. Based on a very broad initial estimate of the average dielectric properties, this paper shows how these metrics can be used as suitable fitness functions in parameter search algorithms to reconstruct clear and focused microwave radar images. MDPI 2017-12-06 /pmc/articles/PMC5751619/ /pubmed/29211018 http://dx.doi.org/10.3390/s17122823 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
O’Loughlin, Declan
Oliveira, Bárbara L.
Elahi, Muhammad Adnan
Glavin, Martin
Jones, Edward
Popović, Milica
O’Halloran, Martin
Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title_full Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title_fullStr Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title_full_unstemmed Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title_short Parameter Search Algorithms for Microwave Radar-Based Breast Imaging: Focal Quality Metrics as Fitness Functions
title_sort parameter search algorithms for microwave radar-based breast imaging: focal quality metrics as fitness functions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751619/
https://www.ncbi.nlm.nih.gov/pubmed/29211018
http://dx.doi.org/10.3390/s17122823
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