Revert Tomás, A.; Garelli, F.; Picó, J.; De Battista, H.; Rossetti, P.; Bondía Company, J. (2013). Safety Auxiliary Feedback Element for the Artificial Pancreas in Type 1 Diabetes. IEEE Transactions on Biomedical Engineering. 60(8):2113-2122. https://doi.org/10.1109/TBME.2013.2247602
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/150435
Título:
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Safety Auxiliary Feedback Element for the Artificial Pancreas in Type 1 Diabetes
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Autor:
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Revert Tomás, Ana
Garelli, Fabricio
Picó, Jesús
De Battista, Hernan
Rossetti, Paolo
Bondía Company, Jorge
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Entidad UPV:
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Universitat Politècnica de València. Departamento de Ingeniería de Sistemas y Automática - Departament d'Enginyeria de Sistemes i Automàtica
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Fecha difusión:
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Resumen:
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[EN] The artificial pancreas aims at the automatic deliv-ery of insulin for glycemic control in patients with type 1 diabetes, i.e., closed-loop glucose control. One of the challenges of the arti-ficial pancreas is to avoid ...[+]
[EN] The artificial pancreas aims at the automatic deliv-ery of insulin for glycemic control in patients with type 1 diabetes, i.e., closed-loop glucose control. One of the challenges of the arti-ficial pancreas is to avoid controller overreaction leading to hypo-glycemia, especially in the late postprandial period. In this study, an original proposal based on sliding mode reference conditioning ideas is presented as a way to reduce hypoglycemia events induced by a closed-loop glucose controller. The method is inspired in the intuitive advantages of two-step constrained control algorithms. It acts on the glucose reference sent to the main controller shaping it so as to avoid violating given constraints on the insulin-on-board. Some distinctive features of the proposed strategy are that 1) it provides a safety layer which can be adjusted according to medical criteria; 2) it can be added to closed-loop controllers of any nature; 3) it is robust against sensor failures and overestimated prandial insulin doses; and 4) it can handle nonlinear models. The method is evaluated in silico with the ten adult patients available in the FDA-accepted UVA simulator.
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Palabras clave:
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Artificial pancreas
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Glucose control
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Hypo-glycemia
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Insulin-on-board
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Reference conditioning
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Safety
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Sliding mode (SM).
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Derechos de uso:
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Cerrado |
Fuente:
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IEEE Transactions on Biomedical Engineering. (issn:
0018-9294
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DOI:
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10.1109/TBME.2013.2247602
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Editorial:
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Institute of Electrical and Electronics Engineers
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Versión del editor:
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https://doi.org/10.1109/TBME.2013.2247602
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Código del Proyecto:
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info:eu-repo/grantAgreement/EC/FP7/252085/EU/Seeking solutions for the artificial pancreas: new methods for improving continuous glucose monitoring and closed-loop postprandial glycaemic control./
...[+]
info:eu-repo/grantAgreement/EC/FP7/252085/EU/Seeking solutions for the artificial pancreas: new methods for improving continuous glucose monitoring and closed-loop postprandial glycaemic control./
info:eu-repo/grantAgreement/ANPCyT//PICT-2011-0888/AR/Sistemas conmutados de control. Aplicación al control de procesos y sistemas con restricciones/
info:eu-repo/grantAgreement/CONICET//PIP 112201100361/
info:eu-repo/grantAgreement/UNLP//I164/
info:eu-repo/grantAgreement/MICINN//DPI2010-20764-C02-01/ES/NUEVAS ESTRATEGIAS DE CONTROL GLUCEMICO POSTPRANDIAL MEDIANTE TERAPIA CON BOMBA DE INSULINA EN DIABETES TIPO 1/
info:eu-repo/grantAgreement/MICINN//BES-2009-020327-2/ES/BES-2009-020327-2/
info:eu-repo/grantAgreement/MICINN//DPI2011-28112-C04-01/ES/MONITORIZACION, INFERENCIA, OPTIMIZACION Y CONTROL MULTI-ESCALA: DE CELULAS A BIORREACTORES/
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Agradecimientos:
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This work was supported in part by the FEDER-CICYT under Grant DPI2008-06880-C03-01, Grant DPI2011-28112-C04-01, and Grant DPI2010-20764-C02, in part by the European Union Seventh Framework Programme (FP7/2007-2013) under ...[+]
This work was supported in part by the FEDER-CICYT under Grant DPI2008-06880-C03-01, Grant DPI2011-28112-C04-01, and Grant DPI2010-20764-C02, in part by the European Union Seventh Framework Programme (FP7/2007-2013) under Grant FP7-PEOPLE-2009-IEF Ref 252085, and in part by the Argentinian Government under Grant ANPCyT PICT-2011-0888, Grant CONICET PIP112-2011-00361, and Grant UNLP I164. The work of A. Revert was supported by the Spanish Ministry of Science and Innovation fellowship under Grant FPI BES-2009-020327.
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Tipo:
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Artículo
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