Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements

Detalhes bibliográficos
Ano de defesa: 2024
Autor(a) principal: Anoni, Lara Guizi
Orientador(a): Não Informado pela instituição
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Biblioteca Digitais de Teses e Dissertações da USP
Programa de Pós-Graduação: Não Informado pela instituição
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Link de acesso: https://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/
Resumo: Ultrasound tests have been widely applied for the evaluation of concrete elements, since they cause no damage to the inspected structure. One of its achievements in a simple analysis is the fast detection of non-homogeneities of the structure. The analysis of ultrasound results has gained complexity with the support of mathematical tools and computational data crossing, thus enabling the generation of tomographic images of internal sections of concrete. Among the several techniques addressed by the actual concrete tomography research are algebraic ones. Nevertheless, Backprojection method, widely used and consolidated in medical tomography, has been barely explored for concrete image reconstruction. This dissertation compares Backprojection, implemented in TUSom software, to recognized algebraic techniques. Additionally, methods such as Inverse Distance Weighting interpolation and interpolation of data using Artificial Neural Networks were employed to expand data and enhance image resolution. Velocity and attenuation tomography was generated from the time of flight of the ultrasonic wave and the variation in its amplitude through the reconstruction of numerically simulated and experimental concrete sections. As a primary result, it was possible to demonstrate the excellent performance of Backprojection, with and without the application of filters, in comparison to other evaluated image reconstruction techniques. Backprojection allowed for image generation even with a limited amount of data or enabled mesh enrichment to produce more accurate images. Although the interpolation techniques used reduced the image quality, IDW interpolation was successfully employed to generate images with only 12 readings. Furthermore, using the response of Backprojection as an initial guess for other techniques also proved to be a highly advantageous coupling method. With the results of this work, the aim is to have contributed to spreading the use of ultrasound tomography as a NonDestructive Testing method for concrete structures.
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spelling Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elementsComparação entre retroprojeção e métodos algébricos para tomografia ultrassônica de elementos de concretoalgebraic methodsbackprojectionconcreteconcretoimage reconstructionreconstrução algébricareconstrução de imagensretroprojeçãotomografia ultrassônicaultrasoundultrasound tomographyultrassomUltrasound tests have been widely applied for the evaluation of concrete elements, since they cause no damage to the inspected structure. One of its achievements in a simple analysis is the fast detection of non-homogeneities of the structure. The analysis of ultrasound results has gained complexity with the support of mathematical tools and computational data crossing, thus enabling the generation of tomographic images of internal sections of concrete. Among the several techniques addressed by the actual concrete tomography research are algebraic ones. Nevertheless, Backprojection method, widely used and consolidated in medical tomography, has been barely explored for concrete image reconstruction. This dissertation compares Backprojection, implemented in TUSom software, to recognized algebraic techniques. Additionally, methods such as Inverse Distance Weighting interpolation and interpolation of data using Artificial Neural Networks were employed to expand data and enhance image resolution. Velocity and attenuation tomography was generated from the time of flight of the ultrasonic wave and the variation in its amplitude through the reconstruction of numerically simulated and experimental concrete sections. As a primary result, it was possible to demonstrate the excellent performance of Backprojection, with and without the application of filters, in comparison to other evaluated image reconstruction techniques. Backprojection allowed for image generation even with a limited amount of data or enabled mesh enrichment to produce more accurate images. Although the interpolation techniques used reduced the image quality, IDW interpolation was successfully employed to generate images with only 12 readings. Furthermore, using the response of Backprojection as an initial guess for other techniques also proved to be a highly advantageous coupling method. With the results of this work, the aim is to have contributed to spreading the use of ultrasound tomography as a NonDestructive Testing method for concrete structures.Com a vantagem de não danificar a estrutura inspecionada, o ensaio de ultrassom tem sido procurado para avaliação de elementos de concreto. Em uma análise simplificada, a detecção rápida de não homogeneidades da estrutura é uma das facilidades conquistadas com o ultrassom. Com o auxílio de ferramentas matemáticas e cruzamento de dados de forma computacional, a análise de resultados do ultrassom ganha complexidade e permite a geração de imagens tomográficas de seções internas do concreto. Diversas são as técnicas apresentadas nas pesquisas atuais para a tomografia do concreto, com um destaque para as técnicas algébricas. Apesar disso, uma técnica amplamente utilizada e consolidada na tomografia médica, a Retroprojeção, é pouco explorada para a reconstrução de imagens do concreto. Sendo assim, este trabalho teve como objetivo a comparação da técnica da Retroprojeção, implementada no software TUSom, com técnicas algébricas já reconhecidas. Além disso, técnicas como a interpolação IDW e a interpolação de dados com Redes Neurais Artificiais foram utilizadas na ampliação de dados como forma de promover melhorias na resolução das imagens. Tomografia de velocidade e de atenuação foi gerada a partir do tempo de voo da onda ultrassônica e da variação em sua amplitude por meio da reconstrução de seções de concreto simuladas numericamente e experimentais. Como resultado principal, foi possível mostrar o ótimo desempenho da Retroprojeção com e sem a aplicação de filtro em relação às demais técnicas de reconstrução de imagem avaliadas. A Retroprojeção permitiu a geração de imagens mesmo que com um número limitado de dados, ou ainda, permitiu o enriquecimento da malha garantindo a geração de imagens mais precisas. As técnicas de interpolação utilizadas reduziram a qualidade das imagens, porém a interpolação IDW foi utilizada com sucesso na geração de imagens com apenas 12 leituras. Ainda, o uso da resposta da Retroprojeção como estimativa inicial para as demais técnicas também se mostrou de grande vantagem. Com os satisfatórios resultados deste trabalho, espera-se ter contribuído para disseminar o uso da tomografia ultrassônica como Ensaio Não Destrutivo de estruturas de concreto.Biblioteca Digitais de Teses e Dissertações da USPHaach, Vladimir GuilhermeAnoni, Lara Guizi2024-05-06info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2024-10-15T20:44:02Zoai:teses.usp.br:tde-14102024-151116Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212024-10-15T20:44:02Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
Comparação entre retroprojeção e métodos algébricos para tomografia ultrassônica de elementos de concreto
title Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
spellingShingle Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
Anoni, Lara Guizi
algebraic methods
backprojection
concrete
concreto
image reconstruction
reconstrução algébrica
reconstrução de imagens
retroprojeção
tomografia ultrassônica
ultrasound
ultrasound tomography
ultrassom
title_short Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
title_full Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
title_fullStr Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
title_full_unstemmed Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
title_sort Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
author Anoni, Lara Guizi
author_facet Anoni, Lara Guizi
author_role author
dc.contributor.none.fl_str_mv Haach, Vladimir Guilherme
dc.contributor.author.fl_str_mv Anoni, Lara Guizi
dc.subject.por.fl_str_mv algebraic methods
backprojection
concrete
concreto
image reconstruction
reconstrução algébrica
reconstrução de imagens
retroprojeção
tomografia ultrassônica
ultrasound
ultrasound tomography
ultrassom
topic algebraic methods
backprojection
concrete
concreto
image reconstruction
reconstrução algébrica
reconstrução de imagens
retroprojeção
tomografia ultrassônica
ultrasound
ultrasound tomography
ultrassom
description Ultrasound tests have been widely applied for the evaluation of concrete elements, since they cause no damage to the inspected structure. One of its achievements in a simple analysis is the fast detection of non-homogeneities of the structure. The analysis of ultrasound results has gained complexity with the support of mathematical tools and computational data crossing, thus enabling the generation of tomographic images of internal sections of concrete. Among the several techniques addressed by the actual concrete tomography research are algebraic ones. Nevertheless, Backprojection method, widely used and consolidated in medical tomography, has been barely explored for concrete image reconstruction. This dissertation compares Backprojection, implemented in TUSom software, to recognized algebraic techniques. Additionally, methods such as Inverse Distance Weighting interpolation and interpolation of data using Artificial Neural Networks were employed to expand data and enhance image resolution. Velocity and attenuation tomography was generated from the time of flight of the ultrasonic wave and the variation in its amplitude through the reconstruction of numerically simulated and experimental concrete sections. As a primary result, it was possible to demonstrate the excellent performance of Backprojection, with and without the application of filters, in comparison to other evaluated image reconstruction techniques. Backprojection allowed for image generation even with a limited amount of data or enabled mesh enrichment to produce more accurate images. Although the interpolation techniques used reduced the image quality, IDW interpolation was successfully employed to generate images with only 12 readings. Furthermore, using the response of Backprojection as an initial guess for other techniques also proved to be a highly advantageous coupling method. With the results of this work, the aim is to have contributed to spreading the use of ultrasound tomography as a NonDestructive Testing method for concrete structures.
publishDate 2024
dc.date.none.fl_str_mv 2024-05-06
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/
url https://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
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dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
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reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
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reponame_str Biblioteca Digital de Teses e Dissertações da USP
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repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
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