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Recent results on glucose-insulin predictions by means of a state observer for time-delay systems

Capitolo di libro
Data di Pubblicazione:
2016
Abstract:
To achieve accurate and affordable predictions of glucose and insulin plasma concentrations is of paramount importance, especially in the field of the artificial pancreas, where real-time measurements could be properly exploited in model-based glucose control algorithms. This note focuses on a recently developed research line that makes use of a state observer to estimate insulin in real-time from glucose measurements, since it is known that insulin measurements are slower and more cumbersome to obtain, more expensive and also less accurate. Based on these predictions, glucose control algorithms can be designed, and can be exploited for both intra-venous and subcutaneous insulin infusions. The safety, robustness and efficacy of the observer-based control algorithms have been validated on a population of rather heterogenous virtual patients, modeled by a different, comprehensive model of the glucose-insulin system, recently accepted by the Food and Drug Administration as a substitute of animal trials.
Tipologia CRIS:
02.01 Contributo in volume (Capitolo o Saggio)
Keywords:
glucose-insulin models; glucose control
Elenco autori:
Pepe, Pierdomenico; DE GAETANO, Andrea; Palumbo, Pasquale; Panunzi, Simona
Autori di Ateneo:
DE GAETANO ANDREA
PANUNZI SIMONA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/306849
Titolo del libro:
Prediction Methods for Blood Glucose Concentration, Lecture Notes in Bioengineering
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