IEEE J Biomed Health Inform - LMI-Based Approaches for the Calibration of Continuous Glucose Measurement Sensors.

Tópicos

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Resumo

The problem of online calibration and recalibration of continuous glucose monitoring (CGM) devices is considered. Two different parametric relations between interstitial and blood glucose are investigated and constructive algorithms to adaptively estimate the parameters within those relations are proposed. One characteristic is the explicit consideration of measurement uncertainty of the device used to collect the calibration measurements. Another feature is the automatic detection of fingerstick measurements that are not suitable to be used for calibration. Since the methods rely on the solution of linear matrix inequalities resulting in convex optimization problems, the algorithms are of moderate computational complexity and could be implemented on a CGM device. The methods were assessed on clinical data from 17 diabetic patients and the improvements with respect to the current state of the art is shown.

Resumo Limpo

problem onlin calibr recalibr continu glucos monitor cgm devic consid two differ parametr relat interstiti blood glucos investig construct algorithm adapt estim paramet within relat propos one characterist explicit consider measur uncertainti devic use collect calibr measur anoth featur automat detect fingerstick measur suitabl use calibr sinc method reli solut linear matrix inequ result convex optim problem algorithm moder comput complex implement cgm devic method assess clinic data diabet patient improv respect current state art shown

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