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Erschienen in: Medical & Biological Engineering & Computing 1-2/2006

01.03.2006 | ORIGINAL ARTICLE

Control oriented model of insulin and glucose dynamics in type 1 diabetics

verfasst von: Pier Giorgio Fabietti, Valentina Canonico, Marco Orsini Federici, Massimo Massi Benedetti, Eugenio Sarti

Erschienen in: Medical & Biological Engineering & Computing | Ausgabe 1-2/2006

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Abstract

The aim of the study was to realize a mathematical model of insulin–glucose relationship in type I diabetes and test its effectiveness for the design of control algorithms in external artificial pancreas. A new mathematical model, divided into glucose and insulin sub-models, was developed from the so-called “minimal model”. The key feature is the representation of insulin sensitivity so as to permit the personalisation of the parameters. Real-time applications are based on an insulin standardised model. Clinical data were used to estimate model parameters. Root mean square error between simulated and real blood glucose profiles (Grms) was used to evaluate system efficacy. Results from parameter estimation and insulin standardisation showed a good capability of the model to identify individual characteristics. Simulation results with a Grms 1.30 mmol/l in the worst case testified the capacity of the model to accurately represent glucose–insulin relationship in type 1 diabetes allowing self tuning in real time.

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Metadaten
Titel
Control oriented model of insulin and glucose dynamics in type 1 diabetics
verfasst von
Pier Giorgio Fabietti
Valentina Canonico
Marco Orsini Federici
Massimo Massi Benedetti
Eugenio Sarti
Publikationsdatum
01.03.2006
Verlag
Springer-Verlag
Erschienen in
Medical & Biological Engineering & Computing / Ausgabe 1-2/2006
Print ISSN: 0140-0118
Elektronische ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-005-0012-2

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