Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração
| Ano de defesa: | 2024 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | , |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| dARK ID: | ark:/80033/0013000002gh5 |
| Idioma: | por |
| Instituição de defesa: |
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
|
| Programa de Pós-Graduação: |
Programa de Pós-graduação em Engenharia Química
|
| Departamento: |
Universidade Federal Rural do Rio de Janeiro
|
| País: |
Brasil
|
| Palavras-chave em Português: | |
| Palavras-chave em Inglês: | |
| Área do conhecimento CNPq: | |
| Link de acesso: | https://deposita.ibict.br/handle/deposita/772 |
Resumo: | In oil activities, during the drilling stage, the use of drilling fluids becomes essential for the success of the entire operation. These drilling fluids are constituted by adding chemical products to a base fluid, which can be classified according to the type of base fluid used in their formulation, categorized as water-based, oil-based, or gas-based fluids. These fluids exert numerous properties, but those related to rheological properties and maintaining the hydrostatic pressure gradient within the well are particularly noteworthy. Considering that drilling fluids are subject to fluid-rock interactions, contamination by salts from the geological formation can become a problem during the well exploration stage, potentially impacting the rheological characteristics and density of the fluid. An increase in the electrical conductivity of the fluid indicates the increase in salt presence in waterbased drilling fluids. However, the monitoring and control of this property have yet to be explored so far. This work proposed developing a multivariable fuzzy control system for correcting water-based drilling fluids' electrical conductivity, density, and apparent viscosity. The developed control technique was evaluated through an experimental unit for the preparation and monitoring of drilling fluids equipped with mixing and water storage tanks, a helical pump for fluid recirculation, a water dosing pump, and solid feeders. The unit's instrumentation includes sensors for measuring conductivity, temperature, level, flow rate, density, and apparent viscosity. The data acquisition system of the experimental unit consists of a National Instruments PLC using LabVIEW® supervisory software. The fuzzy control strategy was developed using the LabVIEW® software. For the performance evaluation of the controller, servo and regulatory control problems involving the properties of electrical conductivity, apparent viscosity, and density were proposed. Experimental tests were also conducted to evaluate the interaction between the fluid composition and the controlled variables. In bench experimental tests, it was observed that the evaluated properties have statistically significant interactions with each other. However, the increase in sodium chloride concentration does not alter the pseudoplasticity of the fluids. Regarding the performance of the fuzzy controller, the results demonstrated the effectiveness of the proposed strategy in maintaining the electrical conductivity, apparent viscosity, and density of the fluids, thus evidencing its potential use as a tool for multivariable control of the physical properties in drilling fluids. It was also possible to identify that electrical conductivity was the most sensitive variable in relation to density and apparent viscosity. |
| id |
IBICT-1_5e1a226394e8f0fb954b370ed07f390b |
|---|---|
| oai_identifier_str |
oai:deposita.ibict.br:deposita/772 |
| network_acronym_str |
IBICT-1 |
| network_name_str |
Repositório Comum do Brasil - Deposita |
| repository_id_str |
|
| spelling |
Martins, Ramon Araujohttp://lattes.cnpq.br/8393291064955150Freire, Fabio BentesJunior, Mauricio Bezerra de SouzaMeleiro, Luiz Augusto da Cruz2025-05-21T15:07:03Z2024https://deposita.ibict.br/handle/deposita/772ark:/80033/0013000002gh5In oil activities, during the drilling stage, the use of drilling fluids becomes essential for the success of the entire operation. These drilling fluids are constituted by adding chemical products to a base fluid, which can be classified according to the type of base fluid used in their formulation, categorized as water-based, oil-based, or gas-based fluids. These fluids exert numerous properties, but those related to rheological properties and maintaining the hydrostatic pressure gradient within the well are particularly noteworthy. Considering that drilling fluids are subject to fluid-rock interactions, contamination by salts from the geological formation can become a problem during the well exploration stage, potentially impacting the rheological characteristics and density of the fluid. An increase in the electrical conductivity of the fluid indicates the increase in salt presence in waterbased drilling fluids. However, the monitoring and control of this property have yet to be explored so far. This work proposed developing a multivariable fuzzy control system for correcting water-based drilling fluids' electrical conductivity, density, and apparent viscosity. The developed control technique was evaluated through an experimental unit for the preparation and monitoring of drilling fluids equipped with mixing and water storage tanks, a helical pump for fluid recirculation, a water dosing pump, and solid feeders. The unit's instrumentation includes sensors for measuring conductivity, temperature, level, flow rate, density, and apparent viscosity. The data acquisition system of the experimental unit consists of a National Instruments PLC using LabVIEW® supervisory software. The fuzzy control strategy was developed using the LabVIEW® software. For the performance evaluation of the controller, servo and regulatory control problems involving the properties of electrical conductivity, apparent viscosity, and density were proposed. Experimental tests were also conducted to evaluate the interaction between the fluid composition and the controlled variables. In bench experimental tests, it was observed that the evaluated properties have statistically significant interactions with each other. However, the increase in sodium chloride concentration does not alter the pseudoplasticity of the fluids. Regarding the performance of the fuzzy controller, the results demonstrated the effectiveness of the proposed strategy in maintaining the electrical conductivity, apparent viscosity, and density of the fluids, thus evidencing its potential use as a tool for multivariable control of the physical properties in drilling fluids. It was also possible to identify that electrical conductivity was the most sensitive variable in relation to density and apparent viscosity.Nas atividades petrolíferas, durante a etapa de perfuração, torna-se essencial a utilização dos fluidos de perfuração para o sucesso de toda a operação. Esses fluidos de perfuração são constituídos pela adição de produtos químicos a um fluido base, nos quais podem ser classificados de acordo com o tipo de fluido base empregado em sua formulação, podendo ser classificados como fluidos à base água, óleo ou gás. Inúmeras são as propriedades exercidas por esses fluidos, contudo destacam-se as que estão atreladas às propriedades reológicas e à manutenção do gradiente de pressão hidrostática no interior do poço. Tendo em vista que os fluidos de perfuração estão sujeitos a interações do tipo fluido-rocha, a contaminação por sais provenientes da formação geológica pode se tornar um problema durante a etapa de exploração do poço, podendo impactar as características reológicas e a densidade do fluido. O aumento da presença de sais em fluidos de perfuração à base água é indicado pelo aumento da condutividade elétrica do fluido. No entanto, o monitoramento e o controle dessa propriedade pouco foram explorados até o momento. A proposta desse trabalho foi desenvolver um sistema de controle fuzzy multivariável para a correção da condutividade elétrica, densidade e viscosidade aparente de fluidos de perfuração à base de água. A avaliação da técnica de controle desenvolvida foi validada por meio de uma unidade experimental de preparo e monitoramento de fluidos de perfuração equipada com tanques de mistura e armazenamento de água, bomba helicoidal para recirculação do fluido, bomba dosadora de água e alimentadores de sólidos. A instrumentação da unidade inclui sensores de medição de condutividade, temperatura, nível, vazão, densidade e viscosidade aparente. O sistema de aquisição de dados da unidade experimental é constituído de um CLP da National Instruments com o uso do software supervisório LabVIEW®. A estratégia de controle fuzzy foi desenvolvida no software LabVIEW®. Para avaliação do desempenho do controlador, foram propostos problemas de controle do tipo servo e regulatório, envolvendo as propriedades condutividade elétrica, viscosidade aparente e densidade. Também foram realizados testes experimentais para avaliar a interação entre a composição do fluido e as variáveis controladas. Nos testes experimentais de bancada observou-se que as propriedades avaliadas possuem interação estatisticamente significativas entre si, mas que o aumento da concentração de cloreto de sódio não altera a pseudoplasticidade dos fluidos. Em relação ao desempenho do controlador fuzzy, os resultados demonstraram a eficácia da estratégia proposta na manutenção da condutividade elétrica, viscosidade aparente e densidade dos fluidos, evidenciando assim seu potencial uso como ferramenta para o controle multivariável das propriedades físicas em fluidos de perfuração. Também foi possível identificar que a condutividade elétrica foi a variável de maior sensibilidade em relação a densidade e a viscosidade aparente.CAPESSudeste-1application/pdfporCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorPrograma de Pós-graduação em Engenharia QuímicaBrasilUniversidade Federal Rural do Rio de JaneiroControle fuzzyFluidos de perfuraçãoCondutividade elétricaViscosidade aparenteDensidadeFuzzy controlDrilling fluidsElectric conductivityApparent viscosityDensityTecnologia químicaControle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuraçãoControle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuraçãoinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/openAccessreponame:Repositório Comum do Brasil - Depositainstname:Instituto Brasileiro de Informação em Ciência e Tecnologia (Ibict)instacron:IBICTTEXTDissertao_Ramon_A._Martins (1).pdf.txtWritten by FormatFilter org.dspace.app.mediafilter.TikaTextExtractionFilter on 2025-06-06T20:18:41Z (GMT).Extracted texttext/plain103581https://deposita.ibict.br/bitstreams/1662d357-1627-4dc2-b9d8-f5e6b1adf993/download5438270e21323f6bf61ecd159f0b5e3cMD53falseAnonymousREADTHUMBNAILDissertao_Ramon_A._Martins (1).pdf.jpgWritten by FormatFilter org.dspace.app.mediafilter.PDFBoxThumbnail on 2025-06-06T20:18:41Z (GMT).Generated Thumbnailimage/jpeg2778https://deposita.ibict.br/bitstreams/321b0acb-41d2-4c7e-8e45-853c59c28a2e/downloade79f611d9686352324d2929ce26d47b7MD54falseAnonymousREADLICENSElicense.txtWritten by org.dspace.content.LicenseUtilstext/plain; charset=utf-81867https://deposita.ibict.br/bitstreams/67d52089-4888-4c75-ba72-e958b93fdb9c/downloada7c148eec59885ba1ba6d14692be8465MD51falseAnonymousREADORIGINALDissertao_Ramon_A._Martins (1).pdf/dspace/deposita/upload/Dissertao_Ramon_A._Martins (1).pdfDissertação publicadaapplication/pdf3931529https://deposita.ibict.br/bitstreams/84051ff1-e451-4347-83c9-775cb7a5b67e/downloadacc38ff9c75406bd345e4dc3de5d451cMD52trueAnonymousREADdeposita/7722025-06-06T20:18:41.602Zopen.accessoai:deposita.ibict.br:deposita/772https://deposita.ibict.brRepositório ComumPUBhttp://deposita.ibict.br/oai/requestdeposita@ibict.bropendoar:46582025-06-06T20:18:41Repositório Comum do Brasil - Deposita - Instituto Brasileiro de Informação em Ciência e Tecnologia (Ibict)falseTElDRU7Dh0EgREUgRElTVFJJQlVJw4fDg08gTsODTy1FWENMVVNJVkEKCkNvbSBhIGFwcmVzZW50YcOnw6NvIGRlc3RhIGxpY2Vuw6dhLCB2b2PDqiAobyBhdXRvciAoZXMpIG91IG8gdGl0dWxhciBkb3MgZGlyZWl0b3MgZGUgYXV0b3IpIGNvbmNlZGUgYW8gUmVwb3NpdMOzcmlvIENvbXVtCmRvIEJyYXNpbCAoRGVwb3NpdGEpIG8gZGlyZWl0byBuw6NvLWV4Y2x1c2l2byBkZSByZXByb2R1emlyLCB0cmFkdXppciAoY29uZm9ybWUgZGVmaW5pZG8gYWJhaXhvKSwgZS9vdSBkaXN0cmlidWlyIGEKc3VhIHB1YmxpY2HDp8OjbyAoaW5jbHVpbmRvIG8gcmVzdW1vKSBwb3IgdG9kbyBvIG11bmRvIG5vIGZvcm1hdG8gaW1wcmVzc28gZSBlbGV0csO0bmljbyBlIGVtIHF1YWxxdWVyIG1laW8sIGluY2x1aW5kbyBvcwpmb3JtYXRvcyDDoXVkaW8gb3UgdsOtZGVvLgoKVm9jw6ogY29uY29yZGEgcXVlIG8gRGVwb3NpdGEgcG9kZSwgc2VtIGFsdGVyYXIgbyBjb250ZcO6ZG8sIHRyYW5zcG9yIGEgc3VhIHB1YmxpY2HDp8OjbyBwYXJhIHF1YWxxdWVyIG1laW8gb3UgZm9ybWF0bwpwYXJhIGZpbnMgZGUgcHJlc2VydmHDp8Ojby4KClZvY8OqIHRhbWLDqW0gY29uY29yZGEgcXVlIG8gRGVwb3NpdGEgcG9kZSBtYW50ZXIgbWFpcyBkZSB1bWEgY8OzcGlhIGRlIHN1YSBwdWJsaWNhw6fDo28gcGFyYSBmaW5zIGRlIHNlZ3VyYW7Dp2EsIGJhY2stdXAKZSBwcmVzZXJ2YcOnw6NvLgoKVm9jw6ogZGVjbGFyYSBxdWUgYSBzdWEgcHVibGljYcOnw6NvIMOpIG9yaWdpbmFsIGUgcXVlIHZvY8OqIHRlbSBvIHBvZGVyIGRlIGNvbmNlZGVyIG9zIGRpcmVpdG9zIGNvbnRpZG9zIG5lc3RhIGxpY2Vuw6dhLgpWb2PDqiB0YW1iw6ltIGRlY2xhcmEgcXVlIG8gZGVww7NzaXRvIGRhIHN1YSBwdWJsaWNhw6fDo28gbsOjbywgcXVlIHNlamEgZGUgc2V1IGNvbmhlY2ltZW50bywgaW5mcmluZ2UgZGlyZWl0b3MgYXV0b3JhaXMKZGUgbmluZ3XDqW0uCgpDYXNvIGEgc3VhIHB1YmxpY2HDp8OjbyBjb250ZW5oYSBtYXRlcmlhbCBxdWUgdm9jw6ogbsOjbyBwb3NzdWkgYSB0aXR1bGFyaWRhZGUgZG9zIGRpcmVpdG9zIGF1dG9yYWlzLCB2b2PDqiBkZWNsYXJhIHF1ZQpvYnRldmUgYSBwZXJtaXNzw6NvIGlycmVzdHJpdGEgZG8gZGV0ZW50b3IgZG9zIGRpcmVpdG9zIGF1dG9yYWlzIHBhcmEgY29uY2VkZXIgYW8gRGVwb3NpdGEgb3MgZGlyZWl0b3MgYXByZXNlbnRhZG9zCm5lc3RhIGxpY2Vuw6dhLCBlIHF1ZSBlc3NlIG1hdGVyaWFsIGRlIHByb3ByaWVkYWRlIGRlIHRlcmNlaXJvcyBlc3TDoSBjbGFyYW1lbnRlIGlkZW50aWZpY2FkbyBlIHJlY29uaGVjaWRvIG5vIHRleHRvCm91IG5vIGNvbnRlw7pkbyBkYSBwdWJsaWNhw6fDo28gb3JhIGRlcG9zaXRhZGEuCgpDQVNPIEEgUFVCTElDQcOHw4NPIE9SQSBERVBPU0lUQURBIFRFTkhBIFNJRE8gUkVTVUxUQURPIERFIFVNIFBBVFJPQ8ONTklPIE9VIEFQT0lPIERFIFVNQSBBR8OKTkNJQSBERSBGT01FTlRPIE9VIE9VVFJPCk9SR0FOSVNNTywgVk9Dw4ogREVDTEFSQSBRVUUgUkVTUEVJVE9VIFRPRE9TIEUgUVVBSVNRVUVSIERJUkVJVE9TIERFIFJFVklTw4NPIENPTU8gVEFNQsOJTSBBUyBERU1BSVMgT0JSSUdBw4fDlUVTCkVYSUdJREFTIFBPUiBDT05UUkFUTyBPVSBBQ09SRE8uCgpPIERlcG9zaXRhIHNlIGNvbXByb21ldGUgYSBpZGVudGlmaWNhciBjbGFyYW1lbnRlIG8gc2V1IG5vbWUgKHMpIG91IG8ocykgbm9tZShzKSBkbyhzKSBkZXRlbnRvcihlcykgZG9zIGRpcmVpdG9zCmF1dG9yYWlzIGRhIHB1YmxpY2HDp8OjbywgZSBuw6NvIGZhcsOhIHF1YWxxdWVyIGFsdGVyYcOnw6NvLCBhbMOpbSBkYXF1ZWxhcyBjb25jZWRpZGFzIHBvciBlc3RhIGxpY2Vuw6dhLgoKCg== |
| dc.title.por.fl_str_mv |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| dc.title.alternative.por.fl_str_mv |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| title |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| spellingShingle |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração Martins, Ramon Araujo Controle fuzzy Fluidos de perfuração Condutividade elétrica Viscosidade aparente Densidade Fuzzy control Drilling fluids Electric conductivity Apparent viscosity Density Tecnologia química |
| title_short |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| title_full |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| title_fullStr |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| title_full_unstemmed |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| title_sort |
Controle fuzzy multivariável para correção de propriedades físico-químicas de fluidos de perfuração |
| author |
Martins, Ramon Araujo |
| author_facet |
Martins, Ramon Araujo |
| author_role |
author |
| dc.contributor.authorLattes.por.fl_str_mv |
http://lattes.cnpq.br/8393291064955150 |
| dc.contributor.author.fl_str_mv |
Martins, Ramon Araujo |
| dc.contributor.referee1.fl_str_mv |
Freire, Fabio Bentes |
| dc.contributor.referee2.fl_str_mv |
Junior, Mauricio Bezerra de Souza |
| dc.contributor.advisor1.fl_str_mv |
Meleiro, Luiz Augusto da Cruz |
| contributor_str_mv |
Freire, Fabio Bentes Junior, Mauricio Bezerra de Souza Meleiro, Luiz Augusto da Cruz |
| dc.subject.por.fl_str_mv |
Controle fuzzy Fluidos de perfuração Condutividade elétrica Viscosidade aparente Densidade |
| topic |
Controle fuzzy Fluidos de perfuração Condutividade elétrica Viscosidade aparente Densidade Fuzzy control Drilling fluids Electric conductivity Apparent viscosity Density Tecnologia química |
| dc.subject.eng.fl_str_mv |
Fuzzy control Drilling fluids Electric conductivity Apparent viscosity Density |
| dc.subject.cnpq.fl_str_mv |
Tecnologia química |
| description |
In oil activities, during the drilling stage, the use of drilling fluids becomes essential for the success of the entire operation. These drilling fluids are constituted by adding chemical products to a base fluid, which can be classified according to the type of base fluid used in their formulation, categorized as water-based, oil-based, or gas-based fluids. These fluids exert numerous properties, but those related to rheological properties and maintaining the hydrostatic pressure gradient within the well are particularly noteworthy. Considering that drilling fluids are subject to fluid-rock interactions, contamination by salts from the geological formation can become a problem during the well exploration stage, potentially impacting the rheological characteristics and density of the fluid. An increase in the electrical conductivity of the fluid indicates the increase in salt presence in waterbased drilling fluids. However, the monitoring and control of this property have yet to be explored so far. This work proposed developing a multivariable fuzzy control system for correcting water-based drilling fluids' electrical conductivity, density, and apparent viscosity. The developed control technique was evaluated through an experimental unit for the preparation and monitoring of drilling fluids equipped with mixing and water storage tanks, a helical pump for fluid recirculation, a water dosing pump, and solid feeders. The unit's instrumentation includes sensors for measuring conductivity, temperature, level, flow rate, density, and apparent viscosity. The data acquisition system of the experimental unit consists of a National Instruments PLC using LabVIEW® supervisory software. The fuzzy control strategy was developed using the LabVIEW® software. For the performance evaluation of the controller, servo and regulatory control problems involving the properties of electrical conductivity, apparent viscosity, and density were proposed. Experimental tests were also conducted to evaluate the interaction between the fluid composition and the controlled variables. In bench experimental tests, it was observed that the evaluated properties have statistically significant interactions with each other. However, the increase in sodium chloride concentration does not alter the pseudoplasticity of the fluids. Regarding the performance of the fuzzy controller, the results demonstrated the effectiveness of the proposed strategy in maintaining the electrical conductivity, apparent viscosity, and density of the fluids, thus evidencing its potential use as a tool for multivariable control of the physical properties in drilling fluids. It was also possible to identify that electrical conductivity was the most sensitive variable in relation to density and apparent viscosity. |
| publishDate |
2024 |
| dc.date.issued.fl_str_mv |
2024 |
| dc.date.accessioned.fl_str_mv |
2025-05-21T15:07:03Z |
| 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://deposita.ibict.br/handle/deposita/772 |
| dc.identifier.dark.fl_str_mv |
ark:/80033/0013000002gh5 |
| url |
https://deposita.ibict.br/handle/deposita/772 |
| identifier_str_mv |
ark:/80033/0013000002gh5 |
| dc.language.iso.fl_str_mv |
por |
| language |
por |
| dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.publisher.none.fl_str_mv |
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior |
| dc.publisher.program.fl_str_mv |
Programa de Pós-graduação em Engenharia Química |
| dc.publisher.country.fl_str_mv |
Brasil |
| dc.publisher.department.fl_str_mv |
Universidade Federal Rural do Rio de Janeiro |
| publisher.none.fl_str_mv |
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior |
| dc.source.none.fl_str_mv |
reponame:Repositório Comum do Brasil - Deposita instname:Instituto Brasileiro de Informação em Ciência e Tecnologia (Ibict) instacron:IBICT |
| instname_str |
Instituto Brasileiro de Informação em Ciência e Tecnologia (Ibict) |
| instacron_str |
IBICT |
| institution |
IBICT |
| reponame_str |
Repositório Comum do Brasil - Deposita |
| collection |
Repositório Comum do Brasil - Deposita |
| bitstream.url.fl_str_mv |
https://deposita.ibict.br/bitstreams/1662d357-1627-4dc2-b9d8-f5e6b1adf993/download https://deposita.ibict.br/bitstreams/321b0acb-41d2-4c7e-8e45-853c59c28a2e/download https://deposita.ibict.br/bitstreams/67d52089-4888-4c75-ba72-e958b93fdb9c/download https://deposita.ibict.br/bitstreams/84051ff1-e451-4347-83c9-775cb7a5b67e/download |
| bitstream.checksum.fl_str_mv |
5438270e21323f6bf61ecd159f0b5e3c e79f611d9686352324d2929ce26d47b7 a7c148eec59885ba1ba6d14692be8465 acc38ff9c75406bd345e4dc3de5d451c |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Repositório Comum do Brasil - Deposita - Instituto Brasileiro de Informação em Ciência e Tecnologia (Ibict) |
| repository.mail.fl_str_mv |
deposita@ibict.br |
| _version_ |
1856928464326623232 |