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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 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

© IEEE Transactions on Biomedical Engineering, vol. 57, núm. 10, pp. 2478-2484

IEEE

Author: Abu-Rmileh, Amjad Hisham Ahmad
García-Gabín, Winston
Date: 2010
Abstract: 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
Format: application/pdf
Citation: Abu-Rmileh, A., i Garcia-Gabin, W. (2010). A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes. IEEE Transactions on Biomedical Engineering, 57, 10, 2478-2484. Recuperat 08 abril 2011, a http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5289987
ISSN: 0018-9294
Document access: http://hdl.handle.net/10256/2549
Language: eng
Publisher: IEEE
Collection: Reproducció digital del document publicat a: http://dx.doi.org/10.1109/TBME.2009.2033663
Articles publicats (D-EEEiA)
Is part of: © IEEE Transactions on Biomedical Engineering, vol. 57, núm. 10, pp. 2478-2484
Rights: Tots els drets reservats
Subject: Control predictiu
Diabetis
Glucèmia -- Simulació per ordinador
Simulació per ordinador
Blood sugar -- Computer simulation
Computer simulation
Diabetes
Predictive control
Title: A Gain Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
Type: info:eu-repo/semantics/article
Repository: DUGiDocs

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