Gaussian clarification based on sign function

This paper presents a clarification model in the fuzzy sense based on the Membership Inverse Function (MIF), in Control Theory. It is considered as an identification and requires bounded input and output signals. The sign function and its derivative is regarded as a Gaussian function into the mathem...

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Autores:
Medel, José De Jesús
Espinosa-Santiago, Mario
Fernández-Muñoz, José Luis
Tipo de recurso:
Article of journal
Fecha de publicación:
2016
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/60459
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/60459
http://bdigital.unal.edu.co/58791/
Palabra clave:
62 Ingeniería y operaciones afines / Engineering
Clarification
Fuzzy Logic
Identification
Stochastic Process
Clarificación
Lógica Difusa
Identificación
Proceso Estocástico
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Medel, José De Jesús655082c7-df21-4fab-a919-c63d0a773608300Espinosa-Santiago, Mario66f79d30-4611-4479-9649-3dcdeadecd9e300Fernández-Muñoz, José Luis0b71d0b0-27d2-4399-b702-90377ede1d573002019-07-02T18:22:03Z2019-07-02T18:22:03Z2016-10-01ISSN: 2346-2183https://repositorio.unal.edu.co/handle/unal/60459http://bdigital.unal.edu.co/58791/This paper presents a clarification model in the fuzzy sense based on the Membership Inverse Function (MIF), in Control Theory. It is considered as an identification and requires bounded input and output signals. The sign function and its derivative is regarded as a Gaussian function into the mathematical Membership description. Specifically, the sign function considers the difference between the absolute state variable values and its centroid, rather than remaining in the triangle inequality. Therefore, the theoretical result applied in Matlab® using the reference values as an identification process in an Auto Regressive Moving Average (ARMA) (1, 1) model describes the performance. The clarification converging in almost all points of the desired signal depends on the different initial conditions. The convergence obtained by the functional error built by the second probability moment was also used and applied in the same software giving an illustrative description.Este artículo presenta un modelo de clarificación en el sentido difuso basado en la función de membresía inversa como proceso de identificación para un sistema tipo caja negra con Una Entrada y Una Salida (UEUS). La función signo y su derivada para la función gaussiana, permite la descripción matemática del estado a identificar. Específicamente, la función signo aplica la diferencia entre los valores absolutos de la variable de estado y su centroide, en vez de la desigualdad del triángulo. El resultado teórico estuvo aplicado en Matlab®, usando como valores de referencia a los resultados del modelo Auto-Regresivo de Promedios Móviles (ARPM) (1, 1); permitiendo la clarificación y su convergencia en casi todos los puntos a la señal de referencia con diferentes condiciones iniciales entre ellos. La convergencia de forma ilustrativa se describió por el funcional del error a través del segundo momento de probabilidad usando el mismo software.application/pdfspaUniversidad Nacional de Colombia (Sede Medellín). Facultad de Minas.https://revistas.unal.edu.co/index.php/dyna/article/view/51385Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaMedel, José De Jesús and Espinosa-Santiago, Mario and Fernández-Muñoz, José Luis (2016) Gaussian clarification based on sign function. DYNA, 83 (199). pp. 225-228. ISSN 2346-218362 Ingeniería y operaciones afines / EngineeringClarificationFuzzy LogicIdentificationStochastic ProcessClarificaciónLógica DifusaIdentificaciónProceso EstocásticoGaussian clarification based on sign functionArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTORIGINAL51385-312234-1-PB.pdfapplication/pdf457902https://repositorio.unal.edu.co/bitstream/unal/60459/1/51385-312234-1-PB.pdf8bb0e60fae4fec1b9704def91ba51344MD51THUMBNAIL51385-312234-1-PB.pdf.jpg51385-312234-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9273https://repositorio.unal.edu.co/bitstream/unal/60459/2/51385-312234-1-PB.pdf.jpg25ebb9e0430d68117ac44f5f525f2433MD52unal/60459oai:repositorio.unal.edu.co:unal/604592024-04-13 23:10:36.777Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv Gaussian clarification based on sign function
title Gaussian clarification based on sign function
spellingShingle Gaussian clarification based on sign function
62 Ingeniería y operaciones afines / Engineering
Clarification
Fuzzy Logic
Identification
Stochastic Process
Clarificación
Lógica Difusa
Identificación
Proceso Estocástico
title_short Gaussian clarification based on sign function
title_full Gaussian clarification based on sign function
title_fullStr Gaussian clarification based on sign function
title_full_unstemmed Gaussian clarification based on sign function
title_sort Gaussian clarification based on sign function
dc.creator.fl_str_mv Medel, José De Jesús
Espinosa-Santiago, Mario
Fernández-Muñoz, José Luis
dc.contributor.author.spa.fl_str_mv Medel, José De Jesús
Espinosa-Santiago, Mario
Fernández-Muñoz, José Luis
dc.subject.ddc.spa.fl_str_mv 62 Ingeniería y operaciones afines / Engineering
topic 62 Ingeniería y operaciones afines / Engineering
Clarification
Fuzzy Logic
Identification
Stochastic Process
Clarificación
Lógica Difusa
Identificación
Proceso Estocástico
dc.subject.proposal.spa.fl_str_mv Clarification
Fuzzy Logic
Identification
Stochastic Process
Clarificación
Lógica Difusa
Identificación
Proceso Estocástico
description This paper presents a clarification model in the fuzzy sense based on the Membership Inverse Function (MIF), in Control Theory. It is considered as an identification and requires bounded input and output signals. The sign function and its derivative is regarded as a Gaussian function into the mathematical Membership description. Specifically, the sign function considers the difference between the absolute state variable values and its centroid, rather than remaining in the triangle inequality. Therefore, the theoretical result applied in Matlab® using the reference values as an identification process in an Auto Regressive Moving Average (ARMA) (1, 1) model describes the performance. The clarification converging in almost all points of the desired signal depends on the different initial conditions. The convergence obtained by the functional error built by the second probability moment was also used and applied in the same software giving an illustrative description.
publishDate 2016
dc.date.issued.spa.fl_str_mv 2016-10-01
dc.date.accessioned.spa.fl_str_mv 2019-07-02T18:22:03Z
dc.date.available.spa.fl_str_mv 2019-07-02T18:22:03Z
dc.type.spa.fl_str_mv Artículo de revista
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dc.identifier.issn.spa.fl_str_mv ISSN: 2346-2183
dc.identifier.uri.none.fl_str_mv https://repositorio.unal.edu.co/handle/unal/60459
dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/58791/
identifier_str_mv ISSN: 2346-2183
url https://repositorio.unal.edu.co/handle/unal/60459
http://bdigital.unal.edu.co/58791/
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.spa.fl_str_mv https://revistas.unal.edu.co/index.php/dyna/article/view/51385
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Dyna
Dyna
dc.relation.references.spa.fl_str_mv Medel, José De Jesús and Espinosa-Santiago, Mario and Fernández-Muñoz, José Luis (2016) Gaussian clarification based on sign function. DYNA, 83 (199). pp. 225-228. ISSN 2346-2183
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia (Sede Medellín). Facultad de Minas.
institution Universidad Nacional de Colombia
bitstream.url.fl_str_mv https://repositorio.unal.edu.co/bitstream/unal/60459/1/51385-312234-1-PB.pdf
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