Principal component analysis for the process of opening underground caverns in salt rocks

Detalhes bibliográficos
Ano de defesa: 2022
Autor(a) principal: SILVA, Rayra Amorim
Orientador(a): GUIMARÃES, Leonardo José do Nascimento
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Universidade Federal de Pernambuco
Programa de Pós-Graduação: Programa de Pos Graduacao em Engenharia Civil
Departamento: Não Informado pela instituição
País: Brasil
Palavras-chave em Português:
Link de acesso: https://repositorio.ufpe.br/handle/123456789/46385
Resumo: The constant dynamism within the oil industry associated with the need for new technologies in terms of production and disposal of products were fundamental for the increase of studies about the use of underground caverns in salt rocks as an alternative for the storage of petroleum products. Salt rock is particularly useful for storage because of its low cost, low permeability, and its healing potential when compared to other rocks, including granite, mud, and basalt. The opening process and subsequent development of these cavities are complex activities and the variables involved in the process play a crucial role during the entire operation. In this sense, the present work aims to identify, through the PCA (Principal Component Analysis) statistical tool, the variables that most influence the process of opening a salt cavern by dissolution. For this, numerical simulations of the dissolution mining process for opening a cavern under typical conditions of water injection into a salt rock using the software SALGAS were developed considering different methods of saline water circulation, after that, the variables injection temperature, injection rate, radius, volume, pump power, cumulative energy, tubing loss, produced brine, pump pressure, injection pressure, and salt dissolution factor were interpreted using the multivariate statistical tool through software PAST. For the simulations generated, the results with the statistical tool were satisfactory, it was found that the brine injection rate contributes significantly to the process, in terms of x-axis, directly influencing the behavior of other variables, the temperature have a great importance to the y-axis. Regarding the total variability of the data, more than 97% of these could be represented in terms of the first two components for both scenarios studied.
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spelling SILVA, Rayra Amorimhttp://lattes.cnpq.br/3915543036125223http://lattes.cnpq.br/3821425977868488GUIMARÃES, Leonardo José do Nascimento2022-09-13T19:52:43Z2022-09-13T19:52:43Z2022-03-28SILVA, Rayra Amorim. Principal component analysis for the process of opening underground caverns in salt rocks. 2022. Dissertação (Mestrado em Engenharia Civil) – Universidade Federal de Pernambuco, Recife, 2022.https://repositorio.ufpe.br/handle/123456789/46385The constant dynamism within the oil industry associated with the need for new technologies in terms of production and disposal of products were fundamental for the increase of studies about the use of underground caverns in salt rocks as an alternative for the storage of petroleum products. Salt rock is particularly useful for storage because of its low cost, low permeability, and its healing potential when compared to other rocks, including granite, mud, and basalt. The opening process and subsequent development of these cavities are complex activities and the variables involved in the process play a crucial role during the entire operation. In this sense, the present work aims to identify, through the PCA (Principal Component Analysis) statistical tool, the variables that most influence the process of opening a salt cavern by dissolution. For this, numerical simulations of the dissolution mining process for opening a cavern under typical conditions of water injection into a salt rock using the software SALGAS were developed considering different methods of saline water circulation, after that, the variables injection temperature, injection rate, radius, volume, pump power, cumulative energy, tubing loss, produced brine, pump pressure, injection pressure, and salt dissolution factor were interpreted using the multivariate statistical tool through software PAST. For the simulations generated, the results with the statistical tool were satisfactory, it was found that the brine injection rate contributes significantly to the process, in terms of x-axis, directly influencing the behavior of other variables, the temperature have a great importance to the y-axis. Regarding the total variability of the data, more than 97% of these could be represented in terms of the first two components for both scenarios studied.CAPESO constante dinamismo dentro da indústria do petróleo associado a necessidade de novas tecnologias em termos de produção e escoamento de produtos foram peças fundamentais para o aumento de estudos sobre a utilização de cavernas subterrâneas em rochas salinas como alternativa para o armazenamento produtos petrolíferos. A rocha salina é particularmente útil para o armazenamento devido ao seu baixo custo, baixa permeabilidade e seu potencial de cicatrização. O processo de abertura e posterior desenvolvimento dessas cavidades são atividades complexas e as variáveis envolvidas no processo desempenham papel fundamental durante toda a operação. Neste sentido, o presente trabalho tem por objetivo identificar através da ferramenta estatística PCA (Principal Component Analysis), as variáveis que mais influenciam no processo de abertura da caverna por dissolução. Para isso, simulações numéricas do processo de mineração por dissolução para abertura de uma caverna sob condições típicas de injeção de água em uma rocha de cloreto de sódio utilizando o software SALGAS foram desenvolvidas considerando métodos diferentes de circulação da água salina. Após isso, as variáveis temperatura de injeção, taxa de injeção, raio, volume, potência da bomba, energia acumulada, perda de carga na tubulação, salmoura produzida, pressão da bomba, pressão de injeção e fator de dissolução do sal foram interpretadas usando a ferramenta estatística multivariada através do software PAST. Para as simulações geradas, os resultados com a ferramenta estatística foram satisfatórios, constatou-se que a taxa de injeção da salmoura contribui significativamente para o processo, em termos do eixo x, influenciando diretamente no comportamento de outras variáveis, a temperatura teve uma grande importância para o eixo y. Em relação a variabilidade total dos dados, mais de 97% destes puderam ser representados em termos das duas primeiras componentes para ambos os cenários estudados.engUniversidade Federal de PernambucoPrograma de Pos Graduacao em Engenharia CivilUFPEBrasilhttp://creativecommons.org/licenses/by-nc-nd/3.0/br/info:eu-repo/semantics/openAccessEngenharia civilCavernaRocha salinaVariáveis de processoSimulações numéricasAnálise estatísticaPrincipal component analysis for the process of opening underground caverns in salt rocksinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesismestradoreponame:Repositório Institucional da UFPEinstname:Universidade Federal de Pernambuco (UFPE)instacron:UFPETEXTDISSERTAÇÃO Rayra Amorim Silva.pdf.txtDISSERTAÇÃO Rayra Amorim Silva.pdf.txtExtracted texttext/plain113406https://repositorio.ufpe.br/bitstream/123456789/46385/4/DISSERTA%c3%87%c3%83O%20Rayra%20Amorim%20Silva.pdf.txt6745adcd04db0c33f960ff33d1a5e5fcMD54THUMBNAILDISSERTAÇÃO Rayra Amorim Silva.pdf.jpgDISSERTAÇÃO Rayra Amorim Silva.pdf.jpgGenerated Thumbnailimage/jpeg1230https://repositorio.ufpe.br/bitstream/123456789/46385/5/DISSERTA%c3%87%c3%83O%20Rayra%20Amorim%20Silva.pdf.jpg16490b7a09662d9c5c81937cb7ee64d3MD55ORIGINALDISSERTAÇÃO Rayra Amorim Silva.pdfDISSERTAÇÃO Rayra Amorim Silva.pdfapplication/pdf5179581https://repositorio.ufpe.br/bitstream/123456789/46385/1/DISSERTA%c3%87%c3%83O%20Rayra%20Amorim%20Silva.pdf5d55cf11f23a3de66c89bf26470a3347MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-82142https://repositorio.ufpe.br/bitstream/123456789/46385/3/license.txt6928b9260b07fb2755249a5ca9903395MD53CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8811https://repositorio.ufpe.br/bitstream/123456789/46385/2/license_rdfe39d27027a6cc9cb039ad269a5db8e34MD52123456789/463852022-09-14 02:43:56.486oai:repositorio.ufpe.br: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ório InstitucionalPUBhttps://repositorio.ufpe.br/oai/requestattena@ufpe.bropendoar:22212022-09-14T05:43:56Repositório Institucional da UFPE - Universidade Federal de Pernambuco (UFPE)false
dc.title.pt_BR.fl_str_mv Principal component analysis for the process of opening underground caverns in salt rocks
title Principal component analysis for the process of opening underground caverns in salt rocks
spellingShingle Principal component analysis for the process of opening underground caverns in salt rocks
SILVA, Rayra Amorim
Engenharia civil
Caverna
Rocha salina
Variáveis de processo
Simulações numéricas
Análise estatística
title_short Principal component analysis for the process of opening underground caverns in salt rocks
title_full Principal component analysis for the process of opening underground caverns in salt rocks
title_fullStr Principal component analysis for the process of opening underground caverns in salt rocks
title_full_unstemmed Principal component analysis for the process of opening underground caverns in salt rocks
title_sort Principal component analysis for the process of opening underground caverns in salt rocks
author SILVA, Rayra Amorim
author_facet SILVA, Rayra Amorim
author_role author
dc.contributor.authorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/3915543036125223
dc.contributor.advisorLattes.pt_BR.fl_str_mv http://lattes.cnpq.br/3821425977868488
dc.contributor.author.fl_str_mv SILVA, Rayra Amorim
dc.contributor.advisor1.fl_str_mv GUIMARÃES, Leonardo José do Nascimento
contributor_str_mv GUIMARÃES, Leonardo José do Nascimento
dc.subject.por.fl_str_mv Engenharia civil
Caverna
Rocha salina
Variáveis de processo
Simulações numéricas
Análise estatística
topic Engenharia civil
Caverna
Rocha salina
Variáveis de processo
Simulações numéricas
Análise estatística
description The constant dynamism within the oil industry associated with the need for new technologies in terms of production and disposal of products were fundamental for the increase of studies about the use of underground caverns in salt rocks as an alternative for the storage of petroleum products. Salt rock is particularly useful for storage because of its low cost, low permeability, and its healing potential when compared to other rocks, including granite, mud, and basalt. The opening process and subsequent development of these cavities are complex activities and the variables involved in the process play a crucial role during the entire operation. In this sense, the present work aims to identify, through the PCA (Principal Component Analysis) statistical tool, the variables that most influence the process of opening a salt cavern by dissolution. For this, numerical simulations of the dissolution mining process for opening a cavern under typical conditions of water injection into a salt rock using the software SALGAS were developed considering different methods of saline water circulation, after that, the variables injection temperature, injection rate, radius, volume, pump power, cumulative energy, tubing loss, produced brine, pump pressure, injection pressure, and salt dissolution factor were interpreted using the multivariate statistical tool through software PAST. For the simulations generated, the results with the statistical tool were satisfactory, it was found that the brine injection rate contributes significantly to the process, in terms of x-axis, directly influencing the behavior of other variables, the temperature have a great importance to the y-axis. Regarding the total variability of the data, more than 97% of these could be represented in terms of the first two components for both scenarios studied.
publishDate 2022
dc.date.accessioned.fl_str_mv 2022-09-13T19:52:43Z
dc.date.available.fl_str_mv 2022-09-13T19:52:43Z
dc.date.issued.fl_str_mv 2022-03-28
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
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dc.identifier.citation.fl_str_mv SILVA, Rayra Amorim. Principal component analysis for the process of opening underground caverns in salt rocks. 2022. Dissertação (Mestrado em Engenharia Civil) – Universidade Federal de Pernambuco, Recife, 2022.
dc.identifier.uri.fl_str_mv https://repositorio.ufpe.br/handle/123456789/46385
identifier_str_mv SILVA, Rayra Amorim. Principal component analysis for the process of opening underground caverns in salt rocks. 2022. Dissertação (Mestrado em Engenharia Civil) – Universidade Federal de Pernambuco, Recife, 2022.
url https://repositorio.ufpe.br/handle/123456789/46385
dc.language.iso.fl_str_mv eng
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dc.publisher.program.fl_str_mv Programa de Pos Graduacao em Engenharia Civil
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publisher.none.fl_str_mv Universidade Federal de Pernambuco
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