Comparative study of tuning techniques for fractional PID controllers for FOPDT systems
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://dx.doi.org/10.1007/s40430-022-03491-1 http://hdl.handle.net/11449/239946 |
Resumo: | Traditionally, PID (proportional–integral–derivative) controllers are used in the process control field to keep the system output at a desirable value. Fractional-order PID controllers, however, tend to perform better than the traditional integer-order version due to characteristics like its nonlinear nature and the two extra tuning parameters that allow a better adjustment in the controller action. Similar to the integer controllers, there are different methods to tune fractional-order PID controllers. In this work, it is presented a comparative study of fractional PID controller tuning techniques applied to first-order plus dead-time plants (FOPDT). The equations are thoroughly detailed, and the algorithm used in the simulations is presented. Five tuning methods for fractional PIDs were found in the available literature and adjusted for being applicable to the problem under study. Two of these methods are analytical and the other three heuristics (genetic algorithm, differential evolution, and Nelder–Mead algorithm). The best methods found were the methods based on the use of genetic algorithm and Nelder–Mead simplex algorithm which presented values of the ITAE criterion at least two times lower when compared to the other methods. Also, robustness and disturbance rejection for each controller considered were analyzed, presenting adequate responses. Moreover, the step response curves represented overshoot values lower than 10% and a response time below 10 seconds, values considered satisfactory for the studied system. |
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Comparative study of tuning techniques for fractional PID controllers for FOPDT systemsControl systemsFractional CalculusFractional PID controllerFractional PID tuning methodsTraditionally, PID (proportional–integral–derivative) controllers are used in the process control field to keep the system output at a desirable value. Fractional-order PID controllers, however, tend to perform better than the traditional integer-order version due to characteristics like its nonlinear nature and the two extra tuning parameters that allow a better adjustment in the controller action. Similar to the integer controllers, there are different methods to tune fractional-order PID controllers. In this work, it is presented a comparative study of fractional PID controller tuning techniques applied to first-order plus dead-time plants (FOPDT). The equations are thoroughly detailed, and the algorithm used in the simulations is presented. Five tuning methods for fractional PIDs were found in the available literature and adjusted for being applicable to the problem under study. Two of these methods are analytical and the other three heuristics (genetic algorithm, differential evolution, and Nelder–Mead algorithm). The best methods found were the methods based on the use of genetic algorithm and Nelder–Mead simplex algorithm which presented values of the ITAE criterion at least two times lower when compared to the other methods. Also, robustness and disturbance rejection for each controller considered were analyzed, presenting adequate responses. Moreover, the step response curves represented overshoot values lower than 10% and a response time below 10 seconds, values considered satisfactory for the studied system.Universidade Estadual Paulista (UNESP), R. Dr. Bento Teobaldo Ferraz, 271 - Várzea da Barra Funda, SPUniversidade Federal de Uberlândia (UFU), Av. João Naves de Ávila, 2121 - Santa Mônica, MGUniversidade Federal de Minas Gerais (UFMG), Av. Pres. Antônio Carlos, 6627 - Pampulha, MGUniversidade Estadual Paulista (UNESP), R. Dr. Bento Teobaldo Ferraz, 271 - Várzea da Barra Funda, SPUniversidade Estadual Paulista (UNESP)Universidade Federal de Uberlândia (UFU)Universidade Federal de Minas Gerais (UFMG)Aguiar, Rodrigo Teixeira [UNESP]Lima, Bruno Silva deMaia, Antônio Augusto Torres2023-03-01T19:54:33Z2023-03-01T19:54:33Z2022-05-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1007/s40430-022-03491-1Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 44, n. 5, 2022.1806-36911678-5878http://hdl.handle.net/11449/23994610.1007/s40430-022-03491-12-s2.0-85128911506Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengJournal of the Brazilian Society of Mechanical Sciences and Engineeringinfo:eu-repo/semantics/openAccess2023-03-01T19:54:33Zoai:repositorio.unesp.br:11449/239946Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T15:20:20.703037Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
title |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
spellingShingle |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems Aguiar, Rodrigo Teixeira [UNESP] Control systems Fractional Calculus Fractional PID controller Fractional PID tuning methods |
title_short |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
title_full |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
title_fullStr |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
title_full_unstemmed |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
title_sort |
Comparative study of tuning techniques for fractional PID controllers for FOPDT systems |
author |
Aguiar, Rodrigo Teixeira [UNESP] |
author_facet |
Aguiar, Rodrigo Teixeira [UNESP] Lima, Bruno Silva de Maia, Antônio Augusto Torres |
author_role |
author |
author2 |
Lima, Bruno Silva de Maia, Antônio Augusto Torres |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
Universidade Estadual Paulista (UNESP) Universidade Federal de Uberlândia (UFU) Universidade Federal de Minas Gerais (UFMG) |
dc.contributor.author.fl_str_mv |
Aguiar, Rodrigo Teixeira [UNESP] Lima, Bruno Silva de Maia, Antônio Augusto Torres |
dc.subject.por.fl_str_mv |
Control systems Fractional Calculus Fractional PID controller Fractional PID tuning methods |
topic |
Control systems Fractional Calculus Fractional PID controller Fractional PID tuning methods |
description |
Traditionally, PID (proportional–integral–derivative) controllers are used in the process control field to keep the system output at a desirable value. Fractional-order PID controllers, however, tend to perform better than the traditional integer-order version due to characteristics like its nonlinear nature and the two extra tuning parameters that allow a better adjustment in the controller action. Similar to the integer controllers, there are different methods to tune fractional-order PID controllers. In this work, it is presented a comparative study of fractional PID controller tuning techniques applied to first-order plus dead-time plants (FOPDT). The equations are thoroughly detailed, and the algorithm used in the simulations is presented. Five tuning methods for fractional PIDs were found in the available literature and adjusted for being applicable to the problem under study. Two of these methods are analytical and the other three heuristics (genetic algorithm, differential evolution, and Nelder–Mead algorithm). The best methods found were the methods based on the use of genetic algorithm and Nelder–Mead simplex algorithm which presented values of the ITAE criterion at least two times lower when compared to the other methods. Also, robustness and disturbance rejection for each controller considered were analyzed, presenting adequate responses. Moreover, the step response curves represented overshoot values lower than 10% and a response time below 10 seconds, values considered satisfactory for the studied system. |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-05-01 2023-03-01T19:54:33Z 2023-03-01T19:54:33Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://dx.doi.org/10.1007/s40430-022-03491-1 Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 44, n. 5, 2022. 1806-3691 1678-5878 http://hdl.handle.net/11449/239946 10.1007/s40430-022-03491-1 2-s2.0-85128911506 |
url |
http://dx.doi.org/10.1007/s40430-022-03491-1 http://hdl.handle.net/11449/239946 |
identifier_str_mv |
Journal of the Brazilian Society of Mechanical Sciences and Engineering, v. 44, n. 5, 2022. 1806-3691 1678-5878 10.1007/s40430-022-03491-1 2-s2.0-85128911506 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Journal of the Brazilian Society of Mechanical Sciences and Engineering |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
|
_version_ |
1808128498443747328 |