Title :
An Improved PID Switching Control Strategy for Type 1 Diabetes
Author :
Marchetti, Gianni ; Barolo, Massimiliano ; Jovanovic, Lois ; Zisser, Howard ; Seborg, Dale E.
Author_Institution :
ENI Group, Mantova
fDate :
3/1/2008 12:00:00 AM
Abstract :
In order for an "artificial pancreas" to become a reality for ambulatory use, a practical closed-loop control strategy must be developed and validated. In this paper, an improved PID control strategy for blood glucose control is proposed and critically evaluated in silico using a physiologic model of Hovorka et al. The key features of the proposed control strategy are: 1) a switching strategy for initiating PID control after a meal and insulin bolus; 2) a novel time-varying setpoint trajectory; 3) noise and derivative filters to reduce sensitivity to sensor noise; and 4) a practical controller tuning strategy. Simulation results demonstrate that proposed control strategy compares favorably to alternatives for realistic conditions that include meal challenges, incorrect carbohydrate meal estimates, changes in insulin sensitivity, and measurement noise.
Keywords :
blood; medicine; physiological models; sugar; three-term control; PID switching control; artificial pancreas; blood glucose control; carbohydrate; closed loop control; insulin; type 1 diabetes; Blood; Diabetes; Filters; Insulin; Noise measurement; Noise reduction; Pancreas; Sensor phenomena and characterization; Sugar; Three-term control; Control set-point trajectory; PID controller; glucose control; insulin sensitivity; switching; type 1 diabetes; Algorithms; Blood Glucose; Diabetes Mellitus, Type 1; Drug Monitoring; Drug Therapy, Computer-Assisted; Feedback; Humans; Insulin; Reproducibility of Results; Sensitivity and Specificity;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2008.915665