TY - GEN
T1 - State estimations for application in diabetes control
AU - Van Rietschoten, Annemiek
AU - Singh, Tarunraj
AU - Van Der Maas, Rick
N1 - Publisher Copyright: © 2015 American Automatic Control Council.
PY - 2015/7/28
Y1 - 2015/7/28
N2 - The aim of this work is the evaluation of two state-estimators in a glucose estimation in a diabetes control setting. Technological solutions leading to the design of an artificial pancreas heavily rely on the availability of glucose subcutaneously. Practical solutions for these measurements often suffer from significant time-delays and direct measurements of the required states is often impossible. This complicates the prediction of the required insulin dose, leading to fixed glucose intake patterns for the patient, i.e., a fixed diet at predefined times during the day. This paper describes a state-estimation approach to deal with the large time-delays, which enables relaxations of the restrictions on the patients glucose intake. Based on two models, widely used within the medical society, multiple Kalman-based filtering techniques are compared.
AB - The aim of this work is the evaluation of two state-estimators in a glucose estimation in a diabetes control setting. Technological solutions leading to the design of an artificial pancreas heavily rely on the availability of glucose subcutaneously. Practical solutions for these measurements often suffer from significant time-delays and direct measurements of the required states is often impossible. This complicates the prediction of the required insulin dose, leading to fixed glucose intake patterns for the patient, i.e., a fixed diet at predefined times during the day. This paper describes a state-estimation approach to deal with the large time-delays, which enables relaxations of the restrictions on the patients glucose intake. Based on two models, widely used within the medical society, multiple Kalman-based filtering techniques are compared.
UR - https://www.scopus.com/pages/publications/84940920574
U2 - 10.1109/ACC.2015.7172138
DO - 10.1109/ACC.2015.7172138
M3 - Conference contribution
T3 - Proceedings of the American Control Conference
SP - 5122
EP - 5127
BT - ACC 2015 - 2015 American Control Conference
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2015 American Control Conference, ACC 2015
Y2 - 1 July 2015 through 3 July 2015
ER -