Control of Blood Glucose for People with Type 1 Diabetes: an in Vivo Study
Publication: Research - peer-review › Article in proceedings – Annual report year: 2012
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Control of Blood Glucose for People with Type 1 Diabetes: an in Vivo Study. / Boiroux, Dimitri; Schmidt, Signe; Duun-Henriksen, Anne Katrine; Frøssing, Laurits; Nørgaard, Kirsten; Madsbad, Sten; Skyggebjerg, Ole; Poulsen, Niels Kjølstad; Madsen, Henrik; Jørgensen, John Bagterp.
In: Proceedings of the 17th Nordic Process Control Workshop. ed. / John Bagterp Jørgensen; Jakob Kjøbsted Huusom; Gürkan Sin. Kogens Lyngby : Technical University of Denmark, 2012. p. 133-140.Publication: Research - peer-review › Article in proceedings – Annual report year: 2012
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TY - GEN
T1 - Control of Blood Glucose for People with Type 1 Diabetes: an in Vivo Study
A1 - Boiroux,Dimitri
A1 - Schmidt,Signe
A1 - Duun-Henriksen,Anne Katrine
A1 - Frøssing,Laurits
A1 - Nørgaard,Kirsten
A1 - Madsbad,Sten
A1 - Skyggebjerg,Ole
A1 - Poulsen,Niels Kjølstad
A1 - Madsen,Henrik
A1 - Jørgensen,John Bagterp
AU - Boiroux,Dimitri
AU - Schmidt,Signe
AU - Duun-Henriksen,Anne Katrine
AU - Frøssing,Laurits
AU - Nørgaard,Kirsten
AU - Madsbad,Sten
AU - Skyggebjerg,Ole
AU - Poulsen,Niels Kjølstad
AU - Madsen,Henrik
AU - Jørgensen,John Bagterp
PB - Technical University of Denmark
CY - Kogens Lyngby
PY - 2012
Y1 - 2012
N2 - Since continuous glucose monitoring (CGM) technology and insulin pumps have improved recent years, a strong interest in a closed-loop articial pancreas for people with type 1 diabetes has arisen. Presently, a fully automated controller of blood glucose must face many challenges, such as daily variations of patient's physiology and lack of accuracy of glucose sensors. In this paper we design and discuss an algorithm for overnight closed-loop control of blood glucose in people with type 1 diabetes. The algorithm is based on Model Predictive Control (MPC). We use an oset-free autoregressive model with exogenous input and moving average (ARMAX) to model the patient. Observer design and a time-varying glucose reference signal improve robustness of the algorithm. We test the algorithm in two clinical studies conducted at Hvidovre Hospital. The rst study took place overnight, and the second one took place during daytime. These trials demonstrate the importance of observer design in ARMAX models and show the possibility of stabilizing blood glucose during the night.
AB - Since continuous glucose monitoring (CGM) technology and insulin pumps have improved recent years, a strong interest in a closed-loop articial pancreas for people with type 1 diabetes has arisen. Presently, a fully automated controller of blood glucose must face many challenges, such as daily variations of patient's physiology and lack of accuracy of glucose sensors. In this paper we design and discuss an algorithm for overnight closed-loop control of blood glucose in people with type 1 diabetes. The algorithm is based on Model Predictive Control (MPC). We use an oset-free autoregressive model with exogenous input and moving average (ARMAX) to model the patient. Observer design and a time-varying glucose reference signal improve robustness of the algorithm. We test the algorithm in two clinical studies conducted at Hvidovre Hospital. The rst study took place overnight, and the second one took place during daytime. These trials demonstrate the importance of observer design in ARMAX models and show the possibility of stabilizing blood glucose during the night.
UR - http://npcw17.imm.dtu.dk/default.html
SN - 978-87-643-0946-1
BT - Proceedings of the 17th Nordic Process Control Workshop
T2 - Proceedings of the 17th Nordic Process Control Workshop
A2 - Sin,Gürkan
ED - Sin,Gürkan
SP - 133
EP - 140
ER -