Journal article · Conference paper
Initial titration for people with type 1 diabetes using an artificial pancreas
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.
Language: | English |
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Year: | 2021 |
Pages: | 484-489 |
ISSN: | 24058963 and 24058971 |
Types: | Journal article and Conference paper |
DOI: | 10.1016/j.ifacol.2021.10.303 |
ORCIDs: | Boiroux, Dimitri , Ritschel, Tobias Kasper Skovborg , Reenberg, Asbjørn Thode and Jørgensen, John Bagterp |