Type-2 Diabetes Mellitus (T2DM) is a metabolic syndrome characterized by low insulin sensitivity, so that higher amounts of insulin are required in order to keep glycemia in a safe range (approximately, 60 ~ 110 mg/dl or, equivalently, 3.33 ~ 6.11 mM). Although insulin resistance and T2DM are often treated without exogenous insulin administration, the possibility to early treat pre-diabetic states or T2DM patients with insulin administration could be envisaged if the clinical need exists (e.g. surgical stress, infection). The present work introduces a possible new therapeutic insulin administration dosing approach for T2DM patients. The IVGTT glycemia and insulinemia profiles of a diseased patient are collected and, successively, its metabolic parameters are obtained by fitting a compact delay model to those data. Then a controller is designed exploiting the previous model as a tool. Finally, the tuned controller is applied to the patient as an artificial pancreas supplying external insulin administration. The results are shown on a virtual patient, whose behavior is described by a comprehensive, validated extensive model.

Gaz, C., De Gaetano, A., Manes, C., Palumbo, P., Borri, A., Panunzi, S. (2017). Effective Control of Glycemia using a Simple Discrete-delay Model. In Proceedings of the 20th World Congress of the International Federation of Automatic Control, Toulouse, Francia 9-14 luglio (pp.13526-13531). Elsevier B.V. [10.1016/j.ifacol.2017.08.2345].

Effective Control of Glycemia using a Simple Discrete-delay Model

Palumbo, P;
2017

Abstract

Type-2 Diabetes Mellitus (T2DM) is a metabolic syndrome characterized by low insulin sensitivity, so that higher amounts of insulin are required in order to keep glycemia in a safe range (approximately, 60 ~ 110 mg/dl or, equivalently, 3.33 ~ 6.11 mM). Although insulin resistance and T2DM are often treated without exogenous insulin administration, the possibility to early treat pre-diabetic states or T2DM patients with insulin administration could be envisaged if the clinical need exists (e.g. surgical stress, infection). The present work introduces a possible new therapeutic insulin administration dosing approach for T2DM patients. The IVGTT glycemia and insulinemia profiles of a diseased patient are collected and, successively, its metabolic parameters are obtained by fitting a compact delay model to those data. Then a controller is designed exploiting the previous model as a tool. Finally, the tuned controller is applied to the patient as an artificial pancreas supplying external insulin administration. The results are shown on a virtual patient, whose behavior is described by a comprehensive, validated extensive model.
paper
Artificial pancreas; diabetes; physiological model; modeling and identification; control of physiological and clinical variables; T2DM; insulin-resistance; IVGTT
English
IFAC 2017 - The 20th World Congress of the International Federation of Automatic Control JUL 09-14
2017
Proceedings of the 20th World Congress of the International Federation of Automatic Control, Toulouse, Francia 9-14 luglio
2017
50
1
13526
13531
open
Gaz, C., De Gaetano, A., Manes, C., Palumbo, P., Borri, A., Panunzi, S. (2017). Effective Control of Glycemia using a Simple Discrete-delay Model. In Proceedings of the 20th World Congress of the International Federation of Automatic Control, Toulouse, Francia 9-14 luglio (pp.13526-13531). Elsevier B.V. [10.1016/j.ifacol.2017.08.2345].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/246607
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