Title :
A Gain-Scheduling Model Predictive Controller for Blood Glucose Control in Type 1 Diabetes
Author :
Abu-Rmileh, Amjad ; Garcia-Gabin, Winston
Author_Institution :
Dept. of Electr., Electron., & Control Eng., Univ. of Girona, Girona, Spain
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.
Keywords :
artificial organs; biochemistry; blood; diseases; feedforward; medical control systems; nonlinear control systems; physiological models; predictive control; artificial pancreas control algorithm; blood glucose control; diabetic patient model; fasting condition; feedforward loop; gain-scheduling model predictive controller; hypoglycemic risk; meal compensation; model-based predictive control; model-patient mismatch; type 1 diabetes; Gain scheduling (GS); model predictive control (MPC); type 1 diabetes mellitus (T1DM); Adult; Algorithms; Blood Glucose; Blood Glucose Self-Monitoring; Diabetes Mellitus, Type 1; Humans; Insulin Infusion Systems; Models, Biological;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2009.2033663