Production optimization of gas-lifted oil wells via extremum seeking control

Detalhes bibliográficos
Autor(a) principal: Silva, Hans Christian Andersen da
Data de Publicação: 2019
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Institucional da UFRJ
Texto Completo: http://hdl.handle.net/11422/20416
Resumo: In this work, the design of on-line optimization algorithms are perceived, in particular, those based on Extremum Seek Control (ESC) for production optimization of gas-lifted oil wells due to its ability to overcome system’s uncertainties. The control scheme maintains the oil production around the optimum point of the Well Performance Curve (WPC). The gradient information of the WPC is not used a priori, in fact it is obtained via periodic perturbation injected or on-line curve fitting estimation. This work investigates the nonlinear Eikrem’s model for the gas-lifted oil well, providing a comprehensive literature study and a simplified model which captures the main behavior of the full model. This new second order model capturing the essential dynamics of the well known Eikrem’s model is proposed for which a nonlinear controller based on feedback linearization is employed in an inner loop to improve the internal transient and allow a better ESC performance in the outer loop. At first, it is assumed that the plant state is available for feedback and then, a state estimation based on realistic sensor readings is considered. The gas-lifted oil well dynamic model was scrutinized in order to allow a deep understanding of the process providing a suitable choice for the measured variables to estimate the system states. Additionally, other nonlinear controllers are taken into account and compared to the feedback linearization control scheme in order to provide alternatives to the inner control loop strategy. A new dither- free ESC algorithm is proposed to overcome the low frequency limitation of the classic periodic perturbation ESC schemes required for time scale separation. The effectiveness of the proposed scheme is supported by simulation results.
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spelling Production optimization of gas-lifted oil wells via extremum seeking controlOtimização da produção de petróleo em poços operados com gas lift via controle por busca extremalOtimização da produção de petróleoSistemas não linearesControle extremoPoços de petróleo elevados a gásCNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::ELETRONICA INDUSTRIAL, SISTEMAS E CONTROLES ELETRONICOSIn this work, the design of on-line optimization algorithms are perceived, in particular, those based on Extremum Seek Control (ESC) for production optimization of gas-lifted oil wells due to its ability to overcome system’s uncertainties. The control scheme maintains the oil production around the optimum point of the Well Performance Curve (WPC). The gradient information of the WPC is not used a priori, in fact it is obtained via periodic perturbation injected or on-line curve fitting estimation. This work investigates the nonlinear Eikrem’s model for the gas-lifted oil well, providing a comprehensive literature study and a simplified model which captures the main behavior of the full model. This new second order model capturing the essential dynamics of the well known Eikrem’s model is proposed for which a nonlinear controller based on feedback linearization is employed in an inner loop to improve the internal transient and allow a better ESC performance in the outer loop. At first, it is assumed that the plant state is available for feedback and then, a state estimation based on realistic sensor readings is considered. The gas-lifted oil well dynamic model was scrutinized in order to allow a deep understanding of the process providing a suitable choice for the measured variables to estimate the system states. Additionally, other nonlinear controllers are taken into account and compared to the feedback linearization control scheme in order to provide alternatives to the inner control loop strategy. A new dither- free ESC algorithm is proposed to overcome the low frequency limitation of the classic periodic perturbation ESC schemes required for time scale separation. The effectiveness of the proposed scheme is supported by simulation results.No presente trabalho, leva-se em consideração a elaboração de algoritmos de otimização em tempo real, em particular, aqueles baseados no Controle por Busca Extremal (ESC) para a otimização de poços de produção de petróleo operados com gás lift, devido á sua capacidade de superar as incertezas do sistema. Os esquemas de controle mantêm a produção de petróleo na vizinhança do ponto ótimo da Curva de Performance do Poço (WPC). A informação do gradiente da WPC não é utilizada a priori, sendo obtida através de perturbações periódicas inseridas na planta, assim como por estimativas de ajuste de curva. Este trabalho analisa o modelo não-linear de Eikrem para um poço de produção de petróleo operado por gás lift, fornecendo uma revisão bibliográfica abrangente e um modelo simplificado que representa o comportamento do modelo completo. Este novo modelo de segunda ordem que captura a dinâmica essencial do conhecido modelo de Eikrem é proposto para o qual um controle não-linear, baseado em linearização por realimentação, é empregado na malha interna para melhorar o transiente interno e permitir uma performance melhor do ESC na malha externa. Primeiramente supõe-se que os estados da planta estão disponíveis para realimentação, e então a estimação de estados baseada na leitura de sensores reais é considerada. Adicionalmente outros controles não-lineares são levados em conta e comparados com o controle através de linearização por realimentação com o intuito de proporcionar alternativas para a estratégia de controle da malha interna. Um novo algoritmo de controle por busca extrema sem perturbação é proposto para superar a limitação imposta pela baixa frequência da perturbação periódica presente no esquema clássico do ESC necessária para a separação da escala de tempo. A eficácia do esquema proposto é respaldada pelos resultados de simulações numéricas.Universidade Federal do Rio de JaneiroBrasilInstituto Alberto Luiz Coimbra de Pós-Graduação e Pesquisa de EngenhariaPrograma de Pós-Graduação em Engenharia ElétricaUFRJPeixoto, Alessandro Jacoudhttp://lattes.cnpq.br/1671909445487980Lizarralde, Fernando CesarSouza Junior, Maurício Bezerra deSilva, Hans Christian Andersen da2023-05-09T21:17:47Z2023-12-21T03:00:24Z2019-03info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesishttp://hdl.handle.net/11422/20416enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFRJinstname:Universidade Federal do Rio de Janeiro (UFRJ)instacron:UFRJ2023-12-21T03:00:24Zoai:pantheon.ufrj.br:11422/20416Repositório InstitucionalPUBhttp://www.pantheon.ufrj.br/oai/requestpantheon@sibi.ufrj.bropendoar:2023-12-21T03:00:24Repositório Institucional da UFRJ - Universidade Federal do Rio de Janeiro (UFRJ)false
dc.title.none.fl_str_mv Production optimization of gas-lifted oil wells via extremum seeking control
Otimização da produção de petróleo em poços operados com gas lift via controle por busca extremal
title Production optimization of gas-lifted oil wells via extremum seeking control
spellingShingle Production optimization of gas-lifted oil wells via extremum seeking control
Silva, Hans Christian Andersen da
Otimização da produção de petróleo
Sistemas não lineares
Controle extremo
Poços de petróleo elevados a gás
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::ELETRONICA INDUSTRIAL, SISTEMAS E CONTROLES ELETRONICOS
title_short Production optimization of gas-lifted oil wells via extremum seeking control
title_full Production optimization of gas-lifted oil wells via extremum seeking control
title_fullStr Production optimization of gas-lifted oil wells via extremum seeking control
title_full_unstemmed Production optimization of gas-lifted oil wells via extremum seeking control
title_sort Production optimization of gas-lifted oil wells via extremum seeking control
author Silva, Hans Christian Andersen da
author_facet Silva, Hans Christian Andersen da
author_role author
dc.contributor.none.fl_str_mv Peixoto, Alessandro Jacoud
http://lattes.cnpq.br/1671909445487980
Lizarralde, Fernando Cesar
Souza Junior, Maurício Bezerra de
dc.contributor.author.fl_str_mv Silva, Hans Christian Andersen da
dc.subject.por.fl_str_mv Otimização da produção de petróleo
Sistemas não lineares
Controle extremo
Poços de petróleo elevados a gás
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::ELETRONICA INDUSTRIAL, SISTEMAS E CONTROLES ELETRONICOS
topic Otimização da produção de petróleo
Sistemas não lineares
Controle extremo
Poços de petróleo elevados a gás
CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::ELETRONICA INDUSTRIAL, SISTEMAS E CONTROLES ELETRONICOS
description In this work, the design of on-line optimization algorithms are perceived, in particular, those based on Extremum Seek Control (ESC) for production optimization of gas-lifted oil wells due to its ability to overcome system’s uncertainties. The control scheme maintains the oil production around the optimum point of the Well Performance Curve (WPC). The gradient information of the WPC is not used a priori, in fact it is obtained via periodic perturbation injected or on-line curve fitting estimation. This work investigates the nonlinear Eikrem’s model for the gas-lifted oil well, providing a comprehensive literature study and a simplified model which captures the main behavior of the full model. This new second order model capturing the essential dynamics of the well known Eikrem’s model is proposed for which a nonlinear controller based on feedback linearization is employed in an inner loop to improve the internal transient and allow a better ESC performance in the outer loop. At first, it is assumed that the plant state is available for feedback and then, a state estimation based on realistic sensor readings is considered. The gas-lifted oil well dynamic model was scrutinized in order to allow a deep understanding of the process providing a suitable choice for the measured variables to estimate the system states. Additionally, other nonlinear controllers are taken into account and compared to the feedback linearization control scheme in order to provide alternatives to the inner control loop strategy. A new dither- free ESC algorithm is proposed to overcome the low frequency limitation of the classic periodic perturbation ESC schemes required for time scale separation. The effectiveness of the proposed scheme is supported by simulation results.
publishDate 2019
dc.date.none.fl_str_mv 2019-03
2023-05-09T21:17:47Z
2023-12-21T03:00:24Z
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 http://hdl.handle.net/11422/20416
url http://hdl.handle.net/11422/20416
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal do Rio de Janeiro
Brasil
Instituto Alberto Luiz Coimbra de Pós-Graduação e Pesquisa de Engenharia
Programa de Pós-Graduação em Engenharia Elétrica
UFRJ
publisher.none.fl_str_mv Universidade Federal do Rio de Janeiro
Brasil
Instituto Alberto Luiz Coimbra de Pós-Graduação e Pesquisa de Engenharia
Programa de Pós-Graduação em Engenharia Elétrica
UFRJ
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFRJ
instname:Universidade Federal do Rio de Janeiro (UFRJ)
instacron:UFRJ
instname_str Universidade Federal do Rio de Janeiro (UFRJ)
instacron_str UFRJ
institution UFRJ
reponame_str Repositório Institucional da UFRJ
collection Repositório Institucional da UFRJ
repository.name.fl_str_mv Repositório Institucional da UFRJ - Universidade Federal do Rio de Janeiro (UFRJ)
repository.mail.fl_str_mv pantheon@sibi.ufrj.br
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