Comparison between backprojection and algebraic methods for ultrasound tomography of concrete elements
| Ano de defesa: | 2024 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | eng |
| Instituição de defesa: |
Biblioteca Digitais de Teses e Dissertações da USP
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| Programa de Pós-Graduação: |
Não Informado pela instituição
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| Departamento: |
Não Informado pela instituição
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| País: |
Não Informado pela instituição
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| 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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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 |
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info:eu-repo/semantics/masterThesis |
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masterThesis |
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publishedVersion |
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https://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/ |
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https://www.teses.usp.br/teses/disponiveis/18/18134/tde-14102024-151116/ |
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eng |
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eng |
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Liberar o conteúdo para acesso público. info:eu-repo/semantics/openAccess |
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Liberar o conteúdo para acesso público. |
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openAccess |
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application/pdf |
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Biblioteca Digitais de Teses e Dissertações da USP |
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Biblioteca Digitais de Teses e Dissertações da USP |
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Biblioteca Digital de Teses e Dissertações da USP |
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Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP) |
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virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br |
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