TY - GEN
T1 - Initial titration for people with type 1 diabetes using an artificial pancreas
AU - Sejersen, Maria
AU - Boiroux, Dimitri
AU - Engell, Sarah Ellinor
AU - Ritschel, Tobias Kasper Skovborg
AU - Reenberg, Asbjørn Thode
AU - Jørgensen, John Bagterp
PY - 2021
Y1 - 2021
N2 - For people with type 1 diabetes and some with type 2 diabetes, the problem of insulin titration, i.e. finding an adequate basal rate of insulin, is a complex and time-consuming task. This paper proposes a simple model-free algorithm and a procedure for fast initial titration in people with type 1 diabetes (T1D). A modified proportional-integral-derivative (PID) controller (i) updates the estimated insulin basal rate, and (ii) administers micro-boli of insulin every 5 minutes using glucose measurements from a continuous glucose monitor (CGM). A bolus calculator mitigates the effect of meals and reduces postprandial peaks. We evaluate the performance of our system qualitatively and numerically using a virtual clinic of 1,000 T1D patients with a broad inter-patient variability representative of a real population of people with T1D. We let the titration phase run for three consecutive days, followed by a three-day test phase using the newly computed basal insulin infusion rate. The proposed algorithm is able to provide a safe titration and individualized treatment for people with T1D.
AB - For people with type 1 diabetes and some with type 2 diabetes, the problem of insulin titration, i.e. finding an adequate basal rate of insulin, is a complex and time-consuming task. This paper proposes a simple model-free algorithm and a procedure for fast initial titration in people with type 1 diabetes (T1D). A modified proportional-integral-derivative (PID) controller (i) updates the estimated insulin basal rate, and (ii) administers micro-boli of insulin every 5 minutes using glucose measurements from a continuous glucose monitor (CGM). A bolus calculator mitigates the effect of meals and reduces postprandial peaks. We evaluate the performance of our system qualitatively and numerically using a virtual clinic of 1,000 T1D patients with a broad inter-patient variability representative of a real population of people with T1D. We let the titration phase run for three consecutive days, followed by a three-day test phase using the newly computed basal insulin infusion rate. The proposed algorithm is able to provide a safe titration and individualized treatment for people with T1D.
KW - Artificial pancreas
KW - Control algorithm
KW - Diabetes
KW - Feed-forward control
KW - PID
KW - Run-to-run control
U2 - 10.1016/j.ifacol.2021.10.303
DO - 10.1016/j.ifacol.2021.10.303
M3 - Conference article
SN - 2405-8963
VL - 54
SP - 484
EP - 489
JO - IFAC-PapersOnLine
JF - IFAC-PapersOnLine
IS - 15
ER -