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
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/113221
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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 |
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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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13.13397 |