Analysis of three T1DM simulation models for evaluating robust closed-loop controllers

Autores
Colmegna, Patricio Hernán; Sanchez Peña, Ricardo Salvador
Año de publicación
2013
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
This work compares three well-known models and simulators in terms of their use in the analysis and design of glucose controllers for patients with Type 1 Diabetes Mellitus (T1DM). The objective is to compare them in practical scenarios which include: model uncertainty, time variance, nonlinearities, glucose measurement noise, delays between subcutaneous and plasma levels, pump saturation, and real-time controller implementation. The pros and cons of all models/simulators are presented. Finally, the simulators are tested with different robust controllers in order to identify the difficulties in the design and implementation phases. To this end, three sources of uncertainty are considered: nonlinearities, time-varying behavior (intra-patient) and inter-patient differences.
Fil: Colmegna, Patricio Hernán. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
Fil: Sanchez Peña, Ricardo Salvador. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; Argentina
Materia
Diabetes Mellitus Simulators
Diabetes Control
Robust Control
Nivel de accesibilidad
acceso abierto
Condiciones de uso
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/32751
Acceder
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oai_identifier_str oai:ri.conicet.gov.ar:11336/32751
network_acronym_str CONICETDig
repository_id_str 3498
network_name_str CONICET Digital (CONICET)
spelling Analysis of three T1DM simulation models for evaluating robust closed-loop controllersColmegna, Patricio HernánSanchez Peña, Ricardo SalvadorDiabetes Mellitus SimulatorsDiabetes ControlRobust Controlhttps://purl.org/becyt/ford/2.2https://purl.org/becyt/ford/2This work compares three well-known models and simulators in terms of their use in the analysis and design of glucose controllers for patients with Type 1 Diabetes Mellitus (T1DM). The objective is to compare them in practical scenarios which include: model uncertainty, time variance, nonlinearities, glucose measurement noise, delays between subcutaneous and plasma levels, pump saturation, and real-time controller implementation. The pros and cons of all models/simulators are presented. Finally, the simulators are tested with different robust controllers in order to identify the difficulties in the design and implementation phases. To this end, three sources of uncertainty are considered: nonlinearities, time-varying behavior (intra-patient) and inter-patient differences.Fil: Colmegna, Patricio Hernán. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; ArgentinaFil: Sanchez Peña, Ricardo Salvador. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; ArgentinaElsevier Ireland2013-09info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/32751Sanchez Peña, Ricardo Salvador; Colmegna, Patricio Hernán; Analysis of three T1DM simulation models for evaluating robust closed-loop controllers; Elsevier Ireland; Computer Methods And Programs In Biomedicine; 113; 1; 9-2013; 371-3820169-2607CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/http://www.sciencedirect.com/science/article/pii/S0169260713003271info:eu-repo/semantics/altIdentifier/doi/10.1016/j.cmpb.2013.09.020info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-10-15T15:16:15Zoai:ri.conicet.gov.ar:11336/32751instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-10-15 15:16:15.282CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
title Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
spellingShingle Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
Colmegna, Patricio Hernán
Diabetes Mellitus Simulators
Diabetes Control
Robust Control
title_short Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
title_full Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
title_fullStr Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
title_full_unstemmed Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
title_sort Analysis of three T1DM simulation models for evaluating robust closed-loop controllers
dc.creator.none.fl_str_mv Colmegna, Patricio Hernán
Sanchez Peña, Ricardo Salvador
author Colmegna, Patricio Hernán
author_facet Colmegna, Patricio Hernán
Sanchez Peña, Ricardo Salvador
author_role author
author2 Sanchez Peña, Ricardo Salvador
author2_role author
dc.subject.none.fl_str_mv Diabetes Mellitus Simulators
Diabetes Control
Robust Control
topic Diabetes Mellitus Simulators
Diabetes Control
Robust Control
purl_subject.fl_str_mv https://purl.org/becyt/ford/2.2
https://purl.org/becyt/ford/2
dc.description.none.fl_txt_mv This work compares three well-known models and simulators in terms of their use in the analysis and design of glucose controllers for patients with Type 1 Diabetes Mellitus (T1DM). The objective is to compare them in practical scenarios which include: model uncertainty, time variance, nonlinearities, glucose measurement noise, delays between subcutaneous and plasma levels, pump saturation, and real-time controller implementation. The pros and cons of all models/simulators are presented. Finally, the simulators are tested with different robust controllers in order to identify the difficulties in the design and implementation phases. To this end, three sources of uncertainty are considered: nonlinearities, time-varying behavior (intra-patient) and inter-patient differences.
Fil: Colmegna, Patricio Hernán. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
Fil: Sanchez Peña, Ricardo Salvador. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires. Departamento de Matemática. Centro de Sistemas y Control; Argentina
description This work compares three well-known models and simulators in terms of their use in the analysis and design of glucose controllers for patients with Type 1 Diabetes Mellitus (T1DM). The objective is to compare them in practical scenarios which include: model uncertainty, time variance, nonlinearities, glucose measurement noise, delays between subcutaneous and plasma levels, pump saturation, and real-time controller implementation. The pros and cons of all models/simulators are presented. Finally, the simulators are tested with different robust controllers in order to identify the difficulties in the design and implementation phases. To this end, three sources of uncertainty are considered: nonlinearities, time-varying behavior (intra-patient) and inter-patient differences.
publishDate 2013
dc.date.none.fl_str_mv 2013-09
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/32751
Sanchez Peña, Ricardo Salvador; Colmegna, Patricio Hernán; Analysis of three T1DM simulation models for evaluating robust closed-loop controllers; Elsevier Ireland; Computer Methods And Programs In Biomedicine; 113; 1; 9-2013; 371-382
0169-2607
CONICET Digital
CONICET
url http://hdl.handle.net/11336/32751
identifier_str_mv Sanchez Peña, Ricardo Salvador; Colmegna, Patricio Hernán; Analysis of three T1DM simulation models for evaluating robust closed-loop controllers; Elsevier Ireland; Computer Methods And Programs In Biomedicine; 113; 1; 9-2013; 371-382
0169-2607
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/url/http://www.sciencedirect.com/science/article/pii/S0169260713003271
info:eu-repo/semantics/altIdentifier/doi/10.1016/j.cmpb.2013.09.020
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.format.none.fl_str_mv application/pdf
application/pdf
application/pdf
application/pdf
dc.publisher.none.fl_str_mv Elsevier Ireland
publisher.none.fl_str_mv Elsevier Ireland
dc.source.none.fl_str_mv reponame:CONICET Digital (CONICET)
instname:Consejo Nacional de Investigaciones Científicas y Técnicas
reponame_str CONICET Digital (CONICET)
collection CONICET Digital (CONICET)
instname_str Consejo Nacional de Investigaciones Científicas y Técnicas
repository.name.fl_str_mv CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas
repository.mail.fl_str_mv dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar
_version_ 1846083310796668928
score 13.22299

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