Tuning of a temperature controller through a programmable automatism
The implementation of PID controllers in industry has as main difficulty the programming of automatisms in charge of processes, which usually is translated into on-off controllers without any kind of tuning. The goal of this research was to stablish the behaviour of some techniques of constant tunin...
- Autores:
- Tipo de recurso:
- http://purl.org/coar/resource_type/c_6717
- Fecha de publicación:
- 2018
- Institución:
- Universidad Pedagógica y Tecnológica de Colombia
- Repositorio:
- RiUPTC: Repositorio Institucional UPTC
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.uptc.edu.co:001/10290
- Acceso en línea:
- https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513
https://repositorio.uptc.edu.co/handle/001/10290
- Palabra clave:
- temperature control; PLC; identification techniques; neural networks; PID controller.
control de temperatura; PLC; técnicas de identificación; redes neuronales; controlador PID.
- Rights
- License
- Derechos de autor 2018 REVISTA DE INVESTIGACIÓN, DESARROLLO E INNOVACIÓN
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2018-08-152024-07-05T18:04:00Z2024-07-05T18:04:00Zhttps://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/851310.19053/20278306.v9.n1.2018.8513https://repositorio.uptc.edu.co/handle/001/10290The implementation of PID controllers in industry has as main difficulty the programming of automatisms in charge of processes, which usually is translated into on-off controllers without any kind of tuning. The goal of this research was to stablish the behaviour of some techniques of constant tuning, in a commercial programable logic controller, evaluating them into a temperature system. The system is composed of a container with water, a PID controller in the PLC s7-300, making use of the temperature control module Siemens FM 355-2C, a resistance heater AC as actuator (controlled by DC voltage), and thermocouple type as a temperature sensor. The mathematical model of the system, as well as the constants of the PID controller, were obtained making use of the Matlab PID Tuner computational tool. The identification techniques studied were: MLP neural network, the non-linear auto-regressive network with exogenous inputs (NARX) and the neuro-diffuse network (ANFIS). The results show that the previous techniques are adequate to tune a PID contoller, being useful in industrial prosecess.La implementación de controladores PID en la industria tiene como principal dificultad la programación de los autómatas encargados de los procesos, lo que usualmente se traduce en controladores on-off sin ningún tipo de sintonización. El objetivo de la investigación fue el establecer el rendimiento de algunas técnicas de sintonización de constantes, en un controlador lógico programable comercial, evaluándolas de forma práctica en un sistema temperado. El sistema está compuesto por un recipiente con agua, un controlador PID en el PLC s7-300, haciendo uso del módulo de control de temperatura Siemens FM 355-2C, una resistencia calefactora AC como actuador (controlada por voltaje DC), y termocupla tipo E como sensor de temperatura. El modelo matemático del sistema, así como las constantes del controlador PID, se obtuvieron a través del módulo PID Tuner de Matlab. Las técnicas de identificación estudiadas fueron: la red neuronal MLP, la red auto-regresiva no lineal con entradas exógenas (NARX) y la red neuro-difusa (ANFIS). Los resultados indican que las técnicas anteriores son adecuadas para sintonizar un controlador PID, siendo aplicables en procesos industriales.application/pdfapplication/xmlspaspaUniversidad Pedagógica y Tecnológica de Colombiahttps://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513/7235https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513/9666Derechos de autor 2018 REVISTA DE INVESTIGACIÓN, DESARROLLO E INNOVACIÓNhttp://purl.org/coar/access_right/c_abf218http://purl.org/coar/access_right/c_abf2Revista de Investigación, Desarrollo e Innovación; Vol. 9 No. 1 (2018): Julio-Diciembre; 177-186Revista de Investigación, Desarrollo e Innovación; Vol. 9 Núm. 1 (2018): Julio-Diciembre; 177-1862389-94172027-8306temperature control; PLC; identification techniques; neural networks; PID controller.control de temperatura; PLC; técnicas de identificación; redes neuronales; controlador PID.Tuning of a temperature controller through a programmable automatismSintonización de un controlador de temperatura a través de un autómata programableinfo:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_6717http://purl.org/coar/resource_type/c_2df8fbb1info:eu-repo/semantics/publishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a301http://purl.org/coar/version/c_970fb48d4fbd8a85Cera-Martínez, DanielOrtiz-Sandoval, Jesús EduardoGualdrón-Guerrero, Oscar Eduardo001/10290oai:repositorio.uptc.edu.co:001/102902025-07-18 11:51:36.541metadata.onlyhttps://repositorio.uptc.edu.coRepositorio Institucional UPTCrepositorio.uptc@uptc.edu.co |
dc.title.en-US.fl_str_mv |
Tuning of a temperature controller through a programmable automatism |
dc.title.es-ES.fl_str_mv |
Sintonización de un controlador de temperatura a través de un autómata programable |
title |
Tuning of a temperature controller through a programmable automatism |
spellingShingle |
Tuning of a temperature controller through a programmable automatism temperature control; PLC; identification techniques; neural networks; PID controller. control de temperatura; PLC; técnicas de identificación; redes neuronales; controlador PID. |
title_short |
Tuning of a temperature controller through a programmable automatism |
title_full |
Tuning of a temperature controller through a programmable automatism |
title_fullStr |
Tuning of a temperature controller through a programmable automatism |
title_full_unstemmed |
Tuning of a temperature controller through a programmable automatism |
title_sort |
Tuning of a temperature controller through a programmable automatism |
dc.subject.en-US.fl_str_mv |
temperature control; PLC; identification techniques; neural networks; PID controller. |
topic |
temperature control; PLC; identification techniques; neural networks; PID controller. control de temperatura; PLC; técnicas de identificación; redes neuronales; controlador PID. |
dc.subject.es-ES.fl_str_mv |
control de temperatura; PLC; técnicas de identificación; redes neuronales; controlador PID. |
description |
The implementation of PID controllers in industry has as main difficulty the programming of automatisms in charge of processes, which usually is translated into on-off controllers without any kind of tuning. The goal of this research was to stablish the behaviour of some techniques of constant tuning, in a commercial programable logic controller, evaluating them into a temperature system. The system is composed of a container with water, a PID controller in the PLC s7-300, making use of the temperature control module Siemens FM 355-2C, a resistance heater AC as actuator (controlled by DC voltage), and thermocouple type as a temperature sensor. The mathematical model of the system, as well as the constants of the PID controller, were obtained making use of the Matlab PID Tuner computational tool. The identification techniques studied were: MLP neural network, the non-linear auto-regressive network with exogenous inputs (NARX) and the neuro-diffuse network (ANFIS). The results show that the previous techniques are adequate to tune a PID contoller, being useful in industrial prosecess. |
publishDate |
2018 |
dc.date.accessioned.none.fl_str_mv |
2024-07-05T18:04:00Z |
dc.date.available.none.fl_str_mv |
2024-07-05T18:04:00Z |
dc.date.none.fl_str_mv |
2018-08-15 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
dc.type.coarversion.fl_str_mv |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
dc.type.coar.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_6717 |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.coarversion.spa.fl_str_mv |
http://purl.org/coar/version/c_970fb48d4fbd8a301 |
format |
http://purl.org/coar/resource_type/c_6717 |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513 10.19053/20278306.v9.n1.2018.8513 |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.uptc.edu.co/handle/001/10290 |
url |
https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513 https://repositorio.uptc.edu.co/handle/001/10290 |
identifier_str_mv |
10.19053/20278306.v9.n1.2018.8513 |
dc.language.none.fl_str_mv |
spa |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.none.fl_str_mv |
https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513/7235 https://revistas.uptc.edu.co/index.php/investigacion_duitama/article/view/8513/9666 |
dc.rights.es-ES.fl_str_mv |
Derechos de autor 2018 REVISTA DE INVESTIGACIÓN, DESARROLLO E INNOVACIÓN |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.coar.spa.fl_str_mv |
http://purl.org/coar/access_right/c_abf218 |
rights_invalid_str_mv |
Derechos de autor 2018 REVISTA DE INVESTIGACIÓN, DESARROLLO E INNOVACIÓN http://purl.org/coar/access_right/c_abf218 http://purl.org/coar/access_right/c_abf2 |
dc.format.none.fl_str_mv |
application/pdf application/xml |
dc.publisher.es-ES.fl_str_mv |
Universidad Pedagógica y Tecnológica de Colombia |
dc.source.en-US.fl_str_mv |
Revista de Investigación, Desarrollo e Innovación; Vol. 9 No. 1 (2018): Julio-Diciembre; 177-186 |
dc.source.es-ES.fl_str_mv |
Revista de Investigación, Desarrollo e Innovación; Vol. 9 Núm. 1 (2018): Julio-Diciembre; 177-186 |
dc.source.none.fl_str_mv |
2389-9417 2027-8306 |
institution |
Universidad Pedagógica y Tecnológica de Colombia |
repository.name.fl_str_mv |
Repositorio Institucional UPTC |
repository.mail.fl_str_mv |
repositorio.uptc@uptc.edu.co |
_version_ |
1839633863174782976 |