Switched LPV Glucose Control in Type 1 Diabetes

Autores
Colmegna, Patricio Hernán; Sánchez Peña, Ricardo; Gondhalekar, Ravi; Dassau, Eyal; Doyle, Frank J.
Año de publicación
2016
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
Objective: The purpose of this paper is to regulate the blood glucose level in Type 1 Diabetes Mellitus patients with a practical and flexible procedure that can switch among a finite number of distinct controllers, depending on the user's choice. Methods: A switched linear parameter-varying controller with multiple switching regions, related to hypo-, hyper-, and euglycemia situations, is designed. The key feature is to arrange the controller into a framework that provides stability and performance guaranty. Results: The closed-loop performance is tested on the complete in silico adult cohort of the UVA/Padova metabolic simulator, which has been accepted by the U.S. Food and Drug Administration in lieu of animal trials. The outcome produces comparable or improved results with respect to previous works. Conclusion: The strategy is practical because it is based on a model tuned only with a priori patient information in order to cover the interpatient uncertainty. Results confirm that this control structure yields tangible improvements in minimizing risks of hyper-and hypoglycemia in scenarios with unannounced meals. Significance: This flexible procedure opens the possibility of taking into account, at the design stage, unannounced meals and/or patients' physical exercise.
Fil: Colmegna, Patricio Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de Quilmes; Argentina
Fil: Sánchez Peña, Ricardo. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires; Argentina
Fil: Gondhalekar, Ravi. No especifíca;
Fil: Dassau, Eyal. No especifíca;
Fil: Doyle, Frank J.. No especifíca;
Materia
ARTIFICIAL PANCREAS
LPV CONTROL
SWITCHING CONTROL
TYPE 1 DIABETES MELLITUS
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:11336/113221

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network_name_str CONICET Digital (CONICET)
spelling Switched LPV Glucose Control in Type 1 DiabetesColmegna, Patricio HernánSánchez Peña, RicardoGondhalekar, RaviDassau, EyalDoyle, Frank J.ARTIFICIAL PANCREASLPV CONTROLSWITCHING CONTROLTYPE 1 DIABETES MELLITUShttps://purl.org/becyt/ford/2.2https://purl.org/becyt/ford/2Objective: The purpose of this paper is to regulate the blood glucose level in Type 1 Diabetes Mellitus patients with a practical and flexible procedure that can switch among a finite number of distinct controllers, depending on the user's choice. Methods: A switched linear parameter-varying controller with multiple switching regions, related to hypo-, hyper-, and euglycemia situations, is designed. The key feature is to arrange the controller into a framework that provides stability and performance guaranty. Results: The closed-loop performance is tested on the complete in silico adult cohort of the UVA/Padova metabolic simulator, which has been accepted by the U.S. Food and Drug Administration in lieu of animal trials. The outcome produces comparable or improved results with respect to previous works. Conclusion: The strategy is practical because it is based on a model tuned only with a priori patient information in order to cover the interpatient uncertainty. Results confirm that this control structure yields tangible improvements in minimizing risks of hyper-and hypoglycemia in scenarios with unannounced meals. Significance: This flexible procedure opens the possibility of taking into account, at the design stage, unannounced meals and/or patients' physical exercise.Fil: Colmegna, Patricio Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de Quilmes; ArgentinaFil: Sánchez Peña, Ricardo. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires; ArgentinaFil: Gondhalekar, Ravi. No especifíca;Fil: Dassau, Eyal. No especifíca;Fil: Doyle, Frank J.. No especifíca;Institute of Electrical and Electronics Engineers2016-06info: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/11336/113221Colmegna, Patricio Hernán; Sánchez Peña, Ricardo; Gondhalekar, Ravi; Dassau, Eyal; Doyle, Frank J.; Switched LPV Glucose Control in Type 1 Diabetes; Institute of Electrical and Electronics Engineers; Ieee Transactions On Bio-medical Engineering; 63; 6; 6-2016; 1192-12000018-9294CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.1109/TBME.2015.2487043info:eu-repo/semantics/altIdentifier/url/https://ieeexplore.ieee.org/document/7289388info:eu-repo/semantics/altIdentifier/url/https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4917468/info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-03T09:58:46Zoai:ri.conicet.gov.ar:11336/113221instacron: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:34982025-09-03 09:58:47.168CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Switched LPV Glucose Control in Type 1 Diabetes
title Switched LPV Glucose Control in Type 1 Diabetes
spellingShingle Switched LPV Glucose Control in Type 1 Diabetes
Colmegna, Patricio Hernán
ARTIFICIAL PANCREAS
LPV CONTROL
SWITCHING CONTROL
TYPE 1 DIABETES MELLITUS
title_short Switched LPV Glucose Control in Type 1 Diabetes
title_full Switched LPV Glucose Control in Type 1 Diabetes
title_fullStr Switched LPV Glucose Control in Type 1 Diabetes
title_full_unstemmed Switched LPV Glucose Control in Type 1 Diabetes
title_sort Switched LPV Glucose Control in Type 1 Diabetes
dc.creator.none.fl_str_mv Colmegna, Patricio Hernán
Sánchez Peña, Ricardo
Gondhalekar, Ravi
Dassau, Eyal
Doyle, Frank J.
author Colmegna, Patricio Hernán
author_facet Colmegna, Patricio Hernán
Sánchez Peña, Ricardo
Gondhalekar, Ravi
Dassau, Eyal
Doyle, Frank J.
author_role author
author2 Sánchez Peña, Ricardo
Gondhalekar, Ravi
Dassau, Eyal
Doyle, Frank J.
author2_role author
author
author
author
dc.subject.none.fl_str_mv ARTIFICIAL PANCREAS
LPV CONTROL
SWITCHING CONTROL
TYPE 1 DIABETES MELLITUS
topic ARTIFICIAL PANCREAS
LPV CONTROL
SWITCHING CONTROL
TYPE 1 DIABETES MELLITUS
purl_subject.fl_str_mv https://purl.org/becyt/ford/2.2
https://purl.org/becyt/ford/2
dc.description.none.fl_txt_mv Objective: The purpose of this paper is to regulate the blood glucose level in Type 1 Diabetes Mellitus patients with a practical and flexible procedure that can switch among a finite number of distinct controllers, depending on the user's choice. Methods: A switched linear parameter-varying controller with multiple switching regions, related to hypo-, hyper-, and euglycemia situations, is designed. The key feature is to arrange the controller into a framework that provides stability and performance guaranty. Results: The closed-loop performance is tested on the complete in silico adult cohort of the UVA/Padova metabolic simulator, which has been accepted by the U.S. Food and Drug Administration in lieu of animal trials. The outcome produces comparable or improved results with respect to previous works. Conclusion: The strategy is practical because it is based on a model tuned only with a priori patient information in order to cover the interpatient uncertainty. Results confirm that this control structure yields tangible improvements in minimizing risks of hyper-and hypoglycemia in scenarios with unannounced meals. Significance: This flexible procedure opens the possibility of taking into account, at the design stage, unannounced meals and/or patients' physical exercise.
Fil: Colmegna, Patricio Hernán. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad Nacional de Quilmes; Argentina
Fil: Sánchez Peña, Ricardo. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Instituto Tecnológico de Buenos Aires; Argentina
Fil: Gondhalekar, Ravi. No especifíca;
Fil: Dassau, Eyal. No especifíca;
Fil: Doyle, Frank J.. No especifíca;
description Objective: The purpose of this paper is to regulate the blood glucose level in Type 1 Diabetes Mellitus patients with a practical and flexible procedure that can switch among a finite number of distinct controllers, depending on the user's choice. Methods: A switched linear parameter-varying controller with multiple switching regions, related to hypo-, hyper-, and euglycemia situations, is designed. The key feature is to arrange the controller into a framework that provides stability and performance guaranty. Results: The closed-loop performance is tested on the complete in silico adult cohort of the UVA/Padova metabolic simulator, which has been accepted by the U.S. Food and Drug Administration in lieu of animal trials. The outcome produces comparable or improved results with respect to previous works. Conclusion: The strategy is practical because it is based on a model tuned only with a priori patient information in order to cover the interpatient uncertainty. Results confirm that this control structure yields tangible improvements in minimizing risks of hyper-and hypoglycemia in scenarios with unannounced meals. Significance: This flexible procedure opens the possibility of taking into account, at the design stage, unannounced meals and/or patients' physical exercise.
publishDate 2016
dc.date.none.fl_str_mv 2016-06
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/11336/113221
Colmegna, Patricio Hernán; Sánchez Peña, Ricardo; Gondhalekar, Ravi; Dassau, Eyal; Doyle, Frank J.; Switched LPV Glucose Control in Type 1 Diabetes; Institute of Electrical and Electronics Engineers; Ieee Transactions On Bio-medical Engineering; 63; 6; 6-2016; 1192-1200
0018-9294
CONICET Digital
CONICET
url http://hdl.handle.net/11336/113221
identifier_str_mv Colmegna, Patricio Hernán; Sánchez Peña, Ricardo; Gondhalekar, Ravi; Dassau, Eyal; Doyle, Frank J.; Switched LPV Glucose Control in Type 1 Diabetes; Institute of Electrical and Electronics Engineers; Ieee Transactions On Bio-medical Engineering; 63; 6; 6-2016; 1192-1200
0018-9294
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1109/TBME.2015.2487043
info:eu-repo/semantics/altIdentifier/url/https://ieeexplore.ieee.org/document/7289388
info:eu-repo/semantics/altIdentifier/url/https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4917468/
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 Institute of Electrical and Electronics Engineers
publisher.none.fl_str_mv Institute of Electrical and Electronics Engineers
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
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