Title :
A novel online recalibration strategy for continuous glucose measurement sensors employing LMI techniques
Author :
Kirchsteiger, Harald ; Zaccarian, Luca ; Renard, E. ; del Re, Luigi
Author_Institution :
Inst. for Design & Control of Mechatronical Syst., Johannes Kepler Univ. Linz, Linz, Austria
Abstract :
This paper considers the problem of online calibration and recalibration of continuous glucose monitoring devices. A parametric relation between interstitial and blood glucose is investigated and a constructive algorithm to adaptively estimate the parameters within this relation is proposed. The algorithm explicitly considers measurement uncertainty of the device used to collect the calibration measurements and enables automatic detection of measurements which are not suitable to be used for calibration. The method was assessed on clinical data from 17 diabetic patients and the improvements with respect to the current state of the art is shown.
Keywords :
biochemistry; biomedical equipment; blood; calibration; chemical sensors; diseases; medical computing; patient monitoring; LMI techniques; blood glucose; continuous glucose measurement sensors; diabetic patients; interstitial glucose; online recalibration strategy; parameter estimation; Calibration; Current measurement; Delays; Diabetes; Monitoring; Sensors; Sugar;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610402