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Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images
We present preliminary results from a method for estimating the optimal effective permittivity for reconstructing microwave-radar images. Using knowledge of how microwave-radar images are formed, we identify characteristics that are typical of good images, and define a fitness function to measure th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017770/ https://www.ncbi.nlm.nih.gov/pubmed/27611785 http://dx.doi.org/10.1371/journal.pone.0160849 |
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author | Lavoie, Benjamin R. Okoniewski, Michal Fear, Elise C. |
author_facet | Lavoie, Benjamin R. Okoniewski, Michal Fear, Elise C. |
author_sort | Lavoie, Benjamin R. |
collection | PubMed |
description | We present preliminary results from a method for estimating the optimal effective permittivity for reconstructing microwave-radar images. Using knowledge of how microwave-radar images are formed, we identify characteristics that are typical of good images, and define a fitness function to measure the relative image quality. We build a polynomial interpolant of the fitness function in order to identify the most likely permittivity values of the tissue. To make the estimation process more efficient, the polynomial interpolant is constructed using a locally and dimensionally adaptive sampling method that is a novel combination of stochastic collocation and polynomial chaos. Examples, using a series of simulated, experimental and patient data collected using the Tissue Sensing Adaptive Radar system, which is under development at the University of Calgary, are presented. These examples show how, using our method, accurate images can be reconstructed starting with only a broad estimate of the permittivity range. |
format | Online Article Text |
id | pubmed-5017770 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-50177702016-09-27 Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images Lavoie, Benjamin R. Okoniewski, Michal Fear, Elise C. PLoS One Research Article We present preliminary results from a method for estimating the optimal effective permittivity for reconstructing microwave-radar images. Using knowledge of how microwave-radar images are formed, we identify characteristics that are typical of good images, and define a fitness function to measure the relative image quality. We build a polynomial interpolant of the fitness function in order to identify the most likely permittivity values of the tissue. To make the estimation process more efficient, the polynomial interpolant is constructed using a locally and dimensionally adaptive sampling method that is a novel combination of stochastic collocation and polynomial chaos. Examples, using a series of simulated, experimental and patient data collected using the Tissue Sensing Adaptive Radar system, which is under development at the University of Calgary, are presented. These examples show how, using our method, accurate images can be reconstructed starting with only a broad estimate of the permittivity range. Public Library of Science 2016-09-09 /pmc/articles/PMC5017770/ /pubmed/27611785 http://dx.doi.org/10.1371/journal.pone.0160849 Text en © 2016 Lavoie et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lavoie, Benjamin R. Okoniewski, Michal Fear, Elise C. Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title | Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title_full | Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title_fullStr | Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title_full_unstemmed | Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title_short | Estimating the Effective Permittivity for Reconstructing Accurate Microwave-Radar Images |
title_sort | estimating the effective permittivity for reconstructing accurate microwave-radar images |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017770/ https://www.ncbi.nlm.nih.gov/pubmed/27611785 http://dx.doi.org/10.1371/journal.pone.0160849 |
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