Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes

In this project, a Fuzzy control system is proposed in an industrial process training module with two independent systems between them, one thermal and the other pneumatic. The control algorithm is developed in Python language v3.6 executed by a Raspberry Pi B+, both controllers depend on the error...

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Autores:
Hernandez-Mesa, Richard S
Moreno-Garcia, Francisco E
Castro-Casadiego, Sergio A
Medina-Delgado, Byron
Tipo de recurso:
Fecha de publicación:
2021
Institución:
Universidad EAFIT
Repositorio:
Repositorio EAFIT
Idioma:
eng
OAI Identifier:
oai:repository.eafit.edu.co:10784/30406
Acceso en línea:
http://hdl.handle.net/10784/30406
Palabra clave:
Raspberry Pi
Control System
Instrumentation
Fuzzy
Python
Rights
License
Acceso abierto
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spelling Medellín de: Lat: 06 15 00 N degrees minutes Lat: 6.2500 decimal degrees Long: 075 36 00 W degrees minutes Long: -75.6000 decimal degrees2021-05-122021-10-05T16:59:46Z2021-05-122021-10-05T16:59:46Z1794-91652256-4314http://hdl.handle.net/10784/30406In this project, a Fuzzy control system is proposed in an industrial process training module with two independent systems between them, one thermal and the other pneumatic. The control algorithm is developed in Python language v3.6 executed by a Raspberry Pi B+, both controllers depend on the error and change in error that are updated in times of 2 s and 1 s, for temperature and pressure respectively, communication with the plants uses A/D and D/A converters, the thermal Fuzzy was analyzed with three temperature references [50,100 and 150]°C, with a rise time of 191 s, 360 s and 505 s; steady state error of 5.5%, 0.7% y 0.7%, in the pneumatic system the speed of change between references is evaluated from 10 psi to 15 psi varying the activation of the compressor at the beginning of the experiments, the settling times obtained are 111 s and 106 s, with the compressor off the result is 116 s and 88 s, besides a maximum excess of 13% with inherent oscillations to the type system that are in an acceptable range.application/pdfengUniversidad EAFIThttps://publicaciones.eafit.edu.co/index.php/ingciencia/article/view/6555/5160https://publicaciones.eafit.edu.co/index.php/ingciencia/article/view/6555/5160Copyright © 2021 Richard S Hernandez-Mesa, Francisco E Moreno-Garcia, Sergio A Castro-Casadiego, Byron Medina-DelgadoAcceso abiertohttp://purl.org/coar/access_right/c_abf2Ingeniería y Ciencia, Vol 17, No. 33 (2021)Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processesinfo:eu-repo/semantics/articlearticleinfo:eu-repo/semantics/publishedVersionpublishedVersionArtículohttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1Raspberry PiControl SystemInstrumentationFuzzyPythonHernandez-Mesa, Richard SMoreno-Garcia, Francisco ECastro-Casadiego, Sergio AMedina-Delgado, ByronUniversidad Francisco de Paula SantanderIngeniería y Ciencia173397120ORIGINALExperimental Development.pdfExperimental Development.pdfTexto completo PDFapplication/pdf2363740https://repository.eafit.edu.co/bitstreams/5d341c7c-afd6-49a4-94dd-820ad3300a2b/download650df95af17a3f49d5c2b3e5380e3998MD51Experimental Development.htmlExperimental Development.htmlTexto completo HTMLtext/html292https://repository.eafit.edu.co/bitstreams/efbb0951-0239-4543-9741-5068b40d8ac7/download9ec064657bb9f009c0fad8974a43f751MD53THUMBNAILminaitura-ig_Mesa de trabajo 1.jpgminaitura-ig_Mesa de trabajo 1.jpgimage/jpeg265796https://repository.eafit.edu.co/bitstreams/8ccb65a3-377a-4966-b722-4087a54454d9/downloadda9b21a5c7e00c7f1127cef8e97035e0MD5210784/30406oai:repository.eafit.edu.co:10784/304062022-05-16 02:50:11.572open.accesshttps://repository.eafit.edu.coRepositorio Institucional Universidad EAFITrepositorio@eafit.edu.co
dc.title.eng.fl_str_mv Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
title Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
spellingShingle Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
Raspberry Pi
Control System
Instrumentation
Fuzzy
Python
title_short Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
title_full Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
title_fullStr Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
title_full_unstemmed Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
title_sort Experimental Development of Fuzzy Controllers for Thermal and Pneumatic Processes
dc.creator.fl_str_mv Hernandez-Mesa, Richard S
Moreno-Garcia, Francisco E
Castro-Casadiego, Sergio A
Medina-Delgado, Byron
dc.contributor.author.none.fl_str_mv Hernandez-Mesa, Richard S
Moreno-Garcia, Francisco E
Castro-Casadiego, Sergio A
Medina-Delgado, Byron
dc.contributor.affiliation.none.fl_str_mv Universidad Francisco de Paula Santander
dc.subject.keyword.eng.fl_str_mv Raspberry Pi
Control System
Instrumentation
Fuzzy
Python
topic Raspberry Pi
Control System
Instrumentation
Fuzzy
Python
description In this project, a Fuzzy control system is proposed in an industrial process training module with two independent systems between them, one thermal and the other pneumatic. The control algorithm is developed in Python language v3.6 executed by a Raspberry Pi B+, both controllers depend on the error and change in error that are updated in times of 2 s and 1 s, for temperature and pressure respectively, communication with the plants uses A/D and D/A converters, the thermal Fuzzy was analyzed with three temperature references [50,100 and 150]°C, with a rise time of 191 s, 360 s and 505 s; steady state error of 5.5%, 0.7% y 0.7%, in the pneumatic system the speed of change between references is evaluated from 10 psi to 15 psi varying the activation of the compressor at the beginning of the experiments, the settling times obtained are 111 s and 106 s, with the compressor off the result is 116 s and 88 s, besides a maximum excess of 13% with inherent oscillations to the type system that are in an acceptable range.
publishDate 2021
dc.date.available.none.fl_str_mv 2021-10-05T16:59:46Z
dc.date.issued.none.fl_str_mv 2021-05-12
dc.date.accessioned.none.fl_str_mv 2021-10-05T16:59:46Z
dc.date.none.fl_str_mv 2021-05-12
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2256-4314
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url http://hdl.handle.net/10784/30406
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dc.format.none.fl_str_mv application/pdf
dc.coverage.spatial.none.fl_str_mv Medellín de: Lat: 06 15 00 N degrees minutes Lat: 6.2500 decimal degrees Long: 075 36 00 W degrees minutes Long: -75.6000 decimal degrees
dc.publisher.spa.fl_str_mv Universidad EAFIT
dc.source.spa.fl_str_mv Ingeniería y Ciencia, Vol 17, No. 33 (2021)
institution Universidad EAFIT
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