Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm

Detalhes bibliográficos
Autor(a) principal: Almeida, Yan Alves
Data de Publicação: 2021
Outros Autores: Rodrigues, Danillo Borges, Souza, Davi Leonardo de
Tipo de documento: Artigo
Idioma: por
Título da fonte: Research, Society and Development
Texto Completo: https://rsdjournal.org/index.php/rsd/article/view/18166
Resumo: Control is of paramount importance for the industry, both for employee safety and for the economic side, through which it is possible to increase the quality of the final product and reduce costs. There are several ways to perform the control, one of them is through optimization methods and bioinspired algorithms such as the firefly colony algorithm, such methods minimize the error between the output signal of the controlled variable and the setpoint (desired value). This work aimed to perform and evaluate the efficiency of modeling and digital control of the liquid level of a pilot plant using the firefly colony algorithm. The results were obtained through simulations carried out in Scilab software and experiments in a pilot plant. The results indicated that for this type of system the firefly colony algorithm obtained high efficiency PI controllers, reconciling robustness, performance and no overshoot (maximum deviation of the controlled variable with the setpoint value).
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spelling Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithmModelado y control digital del nivel de líquido de una planta piloto, utilizando el algoritmo de colonia de luciérnagasModelagem e controle digital do nível de líquido de uma planta piloto, utilizando o algoritmo da colônia de vagalumesBioinspired algorithmsControlOptimizationPilot plant.Algoritmos bioinspiradosControlMejoramientoPlanta piloto.Algoritmos bioinspiradosControleOtimizaçãoPlanta piloto.Control is of paramount importance for the industry, both for employee safety and for the economic side, through which it is possible to increase the quality of the final product and reduce costs. There are several ways to perform the control, one of them is through optimization methods and bioinspired algorithms such as the firefly colony algorithm, such methods minimize the error between the output signal of the controlled variable and the setpoint (desired value). This work aimed to perform and evaluate the efficiency of modeling and digital control of the liquid level of a pilot plant using the firefly colony algorithm. The results were obtained through simulations carried out in Scilab software and experiments in a pilot plant. The results indicated that for this type of system the firefly colony algorithm obtained high efficiency PI controllers, reconciling robustness, performance and no overshoot (maximum deviation of the controlled variable with the setpoint value).El control de procesos es de suma importancia para la industria, tanto para la seguridad de los empleados como para el aspecto económico. A través de él, es posible aumentar la calidad del producto final y reducir costos. Hay varias formas de controlar, una de ellas es mediante métodos de optimización y algoritmos bioinspirados, como el algoritmo de colonias de luciérnagas. Dichos métodos minimizan el error entre la señal de salida de la variable controlada y el punto de ajuste (valor deseado). Este trabajo tiene como objetivo realizar y evaluar la eficiencia del modelado y control digital del nivel de líquido de una planta piloto utilizando el algoritmo de colonias de luciérnagas. Los resultados se obtuvieron mediante simulaciones realizadas en el software Scilab y experimentos en una planta piloto. Los resultados indicaron que para este tipo de sistema, el algoritmo de colonia de luciérnagas obtuvo controladores PI de alta eficiencia, conciliando robustez, rendimiento y ausencia de sobreimpulso (desviación máxima de la variable controlada en relación al valor del setpoint).O controle de processos é de suma importância para a indústria, tanto pela segurança dos funcionários quanto pelo lado econômico. Através dele é possível aumentar a qualidade do produto final e reduzir custos. Existem diversas maneiras de realizar o controle, uma delas é através dos métodos de otimização e algoritmos bioinspirados, como o algoritmo da colônia de vagalumes. Tais métodos minimizam o erro entre o sinal de saída da variável controlada e o setpoint (valor desejado). Este trabalho tem como objetivo realizar e avaliar a eficiência da modelagem e do controle digital do nível de líquido de uma planta piloto utilizando o algoritmo da colônia de vagalumes. Os resultados foram obtidos por meio de simulações realizadas no software Scilab e experimentos em uma planta piloto. Os resultados indicaram que para esse tipo de sistema, o algoritmo da colônia de vagalumes obteve controladores PI de alta eficiência, conciliando robustez, performance e nenhum overshoot (desvio máximo da variável controlada em relação ao valor do setpoint).Research, Society and Development2021-08-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/1816610.33448/rsd-v10i9.18166Research, Society and Development; Vol. 10 No. 9; e50510918166Research, Society and Development; Vol. 10 Núm. 9; e50510918166Research, Society and Development; v. 10 n. 9; e505109181662525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIporhttps://rsdjournal.org/index.php/rsd/article/view/18166/16415Copyright (c) 2021 Yan Alves Almeida; Danillo Borges Rodrigues; Davi Leonardo de Souzahttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessAlmeida, Yan AlvesRodrigues, Danillo BorgesSouza, Davi Leonardo de2021-09-12T14:28:06Zoai:ojs.pkp.sfu.ca:article/18166Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:38:21.202206Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false
dc.title.none.fl_str_mv Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
Modelado y control digital del nivel de líquido de una planta piloto, utilizando el algoritmo de colonia de luciérnagas
Modelagem e controle digital do nível de líquido de uma planta piloto, utilizando o algoritmo da colônia de vagalumes
title Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
spellingShingle Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
Almeida, Yan Alves
Bioinspired algorithms
Control
Optimization
Pilot plant.
Algoritmos bioinspirados
Control
Mejoramiento
Planta piloto.
Algoritmos bioinspirados
Controle
Otimização
Planta piloto.
title_short Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
title_full Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
title_fullStr Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
title_full_unstemmed Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
title_sort Modeling and digital control of the liquid level of a pilot plant, using the firefly algorithm
author Almeida, Yan Alves
author_facet Almeida, Yan Alves
Rodrigues, Danillo Borges
Souza, Davi Leonardo de
author_role author
author2 Rodrigues, Danillo Borges
Souza, Davi Leonardo de
author2_role author
author
dc.contributor.author.fl_str_mv Almeida, Yan Alves
Rodrigues, Danillo Borges
Souza, Davi Leonardo de
dc.subject.por.fl_str_mv Bioinspired algorithms
Control
Optimization
Pilot plant.
Algoritmos bioinspirados
Control
Mejoramiento
Planta piloto.
Algoritmos bioinspirados
Controle
Otimização
Planta piloto.
topic Bioinspired algorithms
Control
Optimization
Pilot plant.
Algoritmos bioinspirados
Control
Mejoramiento
Planta piloto.
Algoritmos bioinspirados
Controle
Otimização
Planta piloto.
description Control is of paramount importance for the industry, both for employee safety and for the economic side, through which it is possible to increase the quality of the final product and reduce costs. There are several ways to perform the control, one of them is through optimization methods and bioinspired algorithms such as the firefly colony algorithm, such methods minimize the error between the output signal of the controlled variable and the setpoint (desired value). This work aimed to perform and evaluate the efficiency of modeling and digital control of the liquid level of a pilot plant using the firefly colony algorithm. The results were obtained through simulations carried out in Scilab software and experiments in a pilot plant. The results indicated that for this type of system the firefly colony algorithm obtained high efficiency PI controllers, reconciling robustness, performance and no overshoot (maximum deviation of the controlled variable with the setpoint value).
publishDate 2021
dc.date.none.fl_str_mv 2021-08-01
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/18166
10.33448/rsd-v10i9.18166
url https://rsdjournal.org/index.php/rsd/article/view/18166
identifier_str_mv 10.33448/rsd-v10i9.18166
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/18166/16415
dc.rights.driver.fl_str_mv Copyright (c) 2021 Yan Alves Almeida; Danillo Borges Rodrigues; Davi Leonardo de Souza
https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2021 Yan Alves Almeida; Danillo Borges Rodrigues; Davi Leonardo de Souza
https://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. 10 No. 9; e50510918166
Research, Society and Development; Vol. 10 Núm. 9; e50510918166
Research, Society and Development; v. 10 n. 9; e50510918166
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
_version_ 1797052684478447616

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