A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes

This paper presents a control strategy for blood glucose(BG) level regulation in type 1 diabetic patients. To design the controller, model-based predictive control scheme has been applied to a newly developed diabetic patient model. The controller is provided with a feedforward loop to improve meal...

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Detalles Bibliográficos
Autores: Abu-Rmileh, Amjad Hisham Ahmad, García-Gabín, Winston
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2010
País:España
Institución:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
Repositorio:Recercat. Dipósit de la Recerca de Catalunya
OAI Identifier:oai:recercat.cat:10256/2549
Acceso en línea:http://hdl.handle.net/10256/2549
Access Level:acceso abierto
Palabra clave:Control predictiu
Diabetis
Glucèmia -- Simulació per ordinador
Simulació per ordinador
Blood sugar -- Computer simulation
Computer simulation
Diabetes
Predictive control
Pàncrees artificial
Artificial pancreas
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repository_id_str
spelling A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 DiabetesAbu-Rmileh, Amjad Hisham AhmadGarcía-Gabín, WinstonControl predictiuDiabetisGlucèmia -- Simulació per ordinadorSimulació per ordinadorBlood sugar -- Computer simulationComputer simulationDiabetesPredictive controlPàncrees artificialArtificial pancreasThis paper presents a control strategy for blood glucose(BG) level regulation in type 1 diabetic patients. To design the controller, model-based predictive control scheme has been applied to a newly developed diabetic patient model. The controller is provided with a feedforward loop to improve meal compensation, a gain-scheduling scheme to account for different BG levels, and an asymmetric cost function to reduce hypoglycemic risk. A simulation environment that has been approved for testing of artificial pancreas control algorithms has been used to test the controller. The simulation results show a good controller performance in fasting conditions and meal disturbance rejection, and robustness against model–patient mismatch and errors in meal estimationIEEE2010info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/10256/2549http://hdl.handle.net/10256/2549© IEEE Transactions on Biomedical Engineering, vol. 57, núm. 10, pp. 2478-2484Articles publicats (D-EEEiA)reponame:Recercat. Dipósit de la Recerca de Catalunyainstname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)Inglésinfo:eu-repo/semantics/altIdentifier/doi/10.1109/TBME.2009.2033663info:eu-repo/semantics/altIdentifier/issn/0018-9294Tots els drets reservatsinfo:eu-repo/semantics/openAccessoai:recercat.cat:10256/25492026-05-29T05:05:01Z
dc.title.none.fl_str_mv A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
title A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
spellingShingle A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
Abu-Rmileh, Amjad Hisham Ahmad
Control predictiu
Diabetis
Glucèmia -- Simulació per ordinador
Simulació per ordinador
Blood sugar -- Computer simulation
Computer simulation
Diabetes
Predictive control
Pàncrees artificial
Artificial pancreas
title_short A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
title_full A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
title_fullStr A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
title_full_unstemmed A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
title_sort A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
dc.creator.none.fl_str_mv Abu-Rmileh, Amjad Hisham Ahmad
García-Gabín, Winston
author Abu-Rmileh, Amjad Hisham Ahmad
author_facet Abu-Rmileh, Amjad Hisham Ahmad
García-Gabín, Winston
author_role author
author2 García-Gabín, Winston
author2_role author
dc.subject.none.fl_str_mv Control predictiu
Diabetis
Glucèmia -- Simulació per ordinador
Simulació per ordinador
Blood sugar -- Computer simulation
Computer simulation
Diabetes
Predictive control
Pàncrees artificial
Artificial pancreas
topic Control predictiu
Diabetis
Glucèmia -- Simulació per ordinador
Simulació per ordinador
Blood sugar -- Computer simulation
Computer simulation
Diabetes
Predictive control
Pàncrees artificial
Artificial pancreas
description This paper presents a control strategy for blood glucose(BG) level regulation in type 1 diabetic patients. To design the controller, model-based predictive control scheme has been applied to a newly developed diabetic patient model. The controller is provided with a feedforward loop to improve meal compensation, a gain-scheduling scheme to account for different BG levels, and an asymmetric cost function to reduce hypoglycemic risk. A simulation environment that has been approved for testing of artificial pancreas control algorithms has been used to test the controller. The simulation results show a good controller performance in fasting conditions and meal disturbance rejection, and robustness against model–patient mismatch and errors in meal estimation
publishDate 2010
dc.date.none.fl_str_mv 2010
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/10256/2549
http://hdl.handle.net/10256/2549
url http://hdl.handle.net/10256/2549
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1109/TBME.2009.2033663
info:eu-repo/semantics/altIdentifier/issn/0018-9294
dc.rights.none.fl_str_mv Tots els drets reservats
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Tots els drets reservats
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IEEE
publisher.none.fl_str_mv IEEE
dc.source.none.fl_str_mv © IEEE Transactions on Biomedical Engineering, vol. 57, núm. 10, pp. 2478-2484
Articles publicats (D-EEEiA)
reponame:Recercat. Dipósit de la Recerca de Catalunya
instname:Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
instname_str Varias* (Consorci de Biblioteques Universitáries de Catalunya, Centre de Serveis Científics i Acadèmics de Catalunya)
reponame_str Recercat. Dipósit de la Recerca de Catalunya
collection Recercat. Dipósit de la Recerca de Catalunya
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869422558510579712
score 15.198674

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