Fuzzy pH control of sugarcane juice for sugar production

Detalhes bibliográficos
Autor(a) principal: Silva Neto, Manuel Ferreira
Data de Publicação: 2020
Outros Autores: Silva, Antonio Manoel Batista da, Teixeira, Edilberto Pereira, Lucas, Marcelo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Research, Society and Development
Texto Completo: https://rsdjournal.org/index.php/rsd/article/view/6321
Resumo: A proposal to control the pH of the broth in sugar mills is presented in this work. Because it is a system with nonlinear characteristics and disturbances, the conventional control methods do not satisfy the usual requirements of the process. Among these conventional methods, we highlight the PID controller, which is basically linear. Extending the possibilities of action, the control proposal presented in this work proved to be quite satisfactory, by using fuzzy logic in a predictive way in the consideration of the effect of the disturbances in an intelligent way. The details of the proposed controller are presented, including some simulation results. The effectiveness of the proposed controller is illustrated by simulation, showing graphically the disturbances and the consequent control action, which eliminates the steady state error. The comparison of the results obtained with conventional PID controllers and the fuzzy controllers shows the predictive action of the fuzzy controllers allowing a significant reduction in the variability of the steady state error. In addition, this architecture can be modified to include other disturbances for other applications. Thus, the present proposal can be used in general to control non-linear and multivariable systems.
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spelling Fuzzy pH control of sugarcane juice for sugar productionControl difuso del pH del jugo de caña de azúcar para la producción de azúcarControle nebuloso do pH do caldo de cana para produção de açúcarControl fuzzyControl pidControl de pHSistemas no linealesProceso agroindustrial. Controle nebulosoControle pidControle de pHSistemas não linearesProcesso agroindustrial.Fuzzy controlPid controlpH controlNonlinear systemsAgro-industrial process.A proposal to control the pH of the broth in sugar mills is presented in this work. Because it is a system with nonlinear characteristics and disturbances, the conventional control methods do not satisfy the usual requirements of the process. Among these conventional methods, we highlight the PID controller, which is basically linear. Extending the possibilities of action, the control proposal presented in this work proved to be quite satisfactory, by using fuzzy logic in a predictive way in the consideration of the effect of the disturbances in an intelligent way. The details of the proposed controller are presented, including some simulation results. The effectiveness of the proposed controller is illustrated by simulation, showing graphically the disturbances and the consequent control action, which eliminates the steady state error. The comparison of the results obtained with conventional PID controllers and the fuzzy controllers shows the predictive action of the fuzzy controllers allowing a significant reduction in the variability of the steady state error. In addition, this architecture can be modified to include other disturbances for other applications. Thus, the present proposal can be used in general to control non-linear and multivariable systems.En este trabajo se presenta una propuesta para controlar el pH del jugo en ingenios azucareros. Como se trata de un sistema con perturbaciones y características no lineales, los métodos de control convencionales no cumplen los requisitos habituales del proceso. Entre estos métodos convencionales, destacamos el controlador PID, que es básicamente lineal. Al ampliar las posibilidades de acción, la propuesta de control presentada en este trabajo demostró ser bastante satisfactoria, utilizando una lógica difusa de manera predictiva al considerar el efecto de las perturbaciones de una manera inteligente. Se presentan los detalles del controlador propuesto, incluidos algunos resultados de simulación. La efectividad del controlador propuesto se ilustra mediante una simulación, que muestra gráficamente las perturbaciones y la acción de control consiguiente, que elimina el error en el estado estacionario. La comparación de los resultados obtenidos con los controladores PID convencionales y con los controladores fuzzy muestra la acción predictiva de los controladores fuzzy, lo que permite una reducción significativa en la variabilidad del error en el estado estacionario. Además, esta arquitectura se puede modificar para incluir otras perturbaciones para otras aplicaciones. Por lo tanto, la presente propuesta se puede utilizar en general para controlar sistemas no lineales y multivariables.Uma proposta para controlar o pH do caldo em usinas de açúcar é apresentada neste trabalho. Por ser um sistema com distúrbios e características não-lineares, os métodos de controle convencionais não atendem aos requisitos usuais do processo. Entre esses métodos convencionais, destacamos o controlador PID, que é basicamente linear. Ampliando-se as possibilidades de ação, a proposta de controle apresentada neste trabalho mostrou-se bastante satisfatória, utilizando lógica nebulosa de maneira preditiva na consideração do efeito das perturbações de maneira inteligente. Os detalhes do controlador proposto são apresentados, incluindo alguns resultados de simulação. A eficácia do controlador proposto é ilustrada por simulação, mostrando graficamente os distúrbios e a consequente ação de controle, o que elimina o erro no estado estacionário. A comparação dos resultados obtidos com os controladores PID convencionais e com os controladores fuzzy mostra a ação preditiva desses controladores, permitindo uma redução significativa na variabilidade do erro no estado estacionário. Além disso, essa arquitetura pode ser modificada para incluir outros distúrbios para outras aplicações. Assim, a presente proposta pode ser usada em geral para controlar sistemas não-lineares e multivariáveis.Research, Society and Development2020-08-09info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/632110.33448/rsd-v9i9.6321Research, Society and Development; Vol. 9 No. 9; e13996321Research, Society and Development; Vol. 9 Núm. 9; e13996321Research, Society and Development; v. 9 n. 9; e139963212525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIenghttps://rsdjournal.org/index.php/rsd/article/view/6321/6131Copyright (c) 2020 Manuel Ferreira Silva Neto, Antonio Manoel Batista da Silva, Edilberto Pereira Teixeira, Marcelo Lucashttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessSilva Neto, Manuel FerreiraSilva, Antonio Manoel Batista daTeixeira, Edilberto PereiraLucas, Marcelo2020-09-18T01:42:11Zoai:ojs.pkp.sfu.ca:article/6321Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:29:29.934534Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false
dc.title.none.fl_str_mv Fuzzy pH control of sugarcane juice for sugar production
Control difuso del pH del jugo de caña de azúcar para la producción de azúcar
Controle nebuloso do pH do caldo de cana para produção de açúcar
title Fuzzy pH control of sugarcane juice for sugar production
spellingShingle Fuzzy pH control of sugarcane juice for sugar production
Silva Neto, Manuel Ferreira
Control fuzzy
Control pid
Control de pH
Sistemas no lineales
Proceso agroindustrial.
Controle nebuloso
Controle pid
Controle de pH
Sistemas não lineares
Processo agroindustrial.
Fuzzy control
Pid control
pH control
Nonlinear systems
Agro-industrial process.
title_short Fuzzy pH control of sugarcane juice for sugar production
title_full Fuzzy pH control of sugarcane juice for sugar production
title_fullStr Fuzzy pH control of sugarcane juice for sugar production
title_full_unstemmed Fuzzy pH control of sugarcane juice for sugar production
title_sort Fuzzy pH control of sugarcane juice for sugar production
author Silva Neto, Manuel Ferreira
author_facet Silva Neto, Manuel Ferreira
Silva, Antonio Manoel Batista da
Teixeira, Edilberto Pereira
Lucas, Marcelo
author_role author
author2 Silva, Antonio Manoel Batista da
Teixeira, Edilberto Pereira
Lucas, Marcelo
author2_role author
author
author
dc.contributor.author.fl_str_mv Silva Neto, Manuel Ferreira
Silva, Antonio Manoel Batista da
Teixeira, Edilberto Pereira
Lucas, Marcelo
dc.subject.por.fl_str_mv Control fuzzy
Control pid
Control de pH
Sistemas no lineales
Proceso agroindustrial.
Controle nebuloso
Controle pid
Controle de pH
Sistemas não lineares
Processo agroindustrial.
Fuzzy control
Pid control
pH control
Nonlinear systems
Agro-industrial process.
topic Control fuzzy
Control pid
Control de pH
Sistemas no lineales
Proceso agroindustrial.
Controle nebuloso
Controle pid
Controle de pH
Sistemas não lineares
Processo agroindustrial.
Fuzzy control
Pid control
pH control
Nonlinear systems
Agro-industrial process.
description A proposal to control the pH of the broth in sugar mills is presented in this work. Because it is a system with nonlinear characteristics and disturbances, the conventional control methods do not satisfy the usual requirements of the process. Among these conventional methods, we highlight the PID controller, which is basically linear. Extending the possibilities of action, the control proposal presented in this work proved to be quite satisfactory, by using fuzzy logic in a predictive way in the consideration of the effect of the disturbances in an intelligent way. The details of the proposed controller are presented, including some simulation results. The effectiveness of the proposed controller is illustrated by simulation, showing graphically the disturbances and the consequent control action, which eliminates the steady state error. The comparison of the results obtained with conventional PID controllers and the fuzzy controllers shows the predictive action of the fuzzy controllers allowing a significant reduction in the variability of the steady state error. In addition, this architecture can be modified to include other disturbances for other applications. Thus, the present proposal can be used in general to control non-linear and multivariable systems.
publishDate 2020
dc.date.none.fl_str_mv 2020-08-09
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/6321
10.33448/rsd-v9i9.6321
url https://rsdjournal.org/index.php/rsd/article/view/6321
identifier_str_mv 10.33448/rsd-v9i9.6321
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/6321/6131
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Research, Society and Development
publisher.none.fl_str_mv Research, Society and Development
dc.source.none.fl_str_mv Research, Society and Development; Vol. 9 No. 9; e13996321
Research, Society and Development; Vol. 9 Núm. 9; e13996321
Research, Society and Development; v. 9 n. 9; e13996321
2525-3409
reponame:Research, Society and Development
instname:Universidade Federal de Itajubá (UNIFEI)
instacron:UNIFEI
instname_str Universidade Federal de Itajubá (UNIFEI)
instacron_str UNIFEI
institution UNIFEI
reponame_str Research, Society and Development
collection Research, Society and Development
repository.name.fl_str_mv Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)
repository.mail.fl_str_mv rsd.articles@gmail.com
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