This study presents the application of a pulsatile Zone Model Predictive Control (pZMPC) aimed at controlling blood glucose concentration in individuals affected by Type 1 Diabetes Mellitus (T1DM), considering physical activity effects, i.e. one of the main critical aspects of the disease. The glycemic control relies on a physiological individualized long-term model. Leveraging this model, the algorithm performs prediction and estimation of the patient's future states, employing a disturbance observer to compensate for plant-model mismatches. The efficacy of this approach is evaluated in a cohort of in-silico patients from the FDA-approved UVA/Padova simulator.

(2024). Artificial Pancreas under stable pulsatile Model Predictive Control: including the Physical Activity effect . Retrieved from https://hdl.handle.net/10446/296787

Artificial Pancreas under stable pulsatile Model Predictive Control: including the Physical Activity effect

Licini, Nicola;Sonzogni, Beatrice;Abuin, Pablo;Previdi, Fabio;Ferramosca, Antonio
2024-01-01

Abstract

This study presents the application of a pulsatile Zone Model Predictive Control (pZMPC) aimed at controlling blood glucose concentration in individuals affected by Type 1 Diabetes Mellitus (T1DM), considering physical activity effects, i.e. one of the main critical aspects of the disease. The glycemic control relies on a physiological individualized long-term model. Leveraging this model, the algorithm performs prediction and estimation of the patient's future states, employing a disturbance observer to compensate for plant-model mismatches. The efficacy of this approach is evaluated in a cohort of in-silico patients from the FDA-approved UVA/Padova simulator.
2024
Inglese
Proceedings of 2024 IEEE 63rd Conference on Decision and Control (CDC)
9798350316339
4028
4033
online
United States
IEEE
CDC 2024 IEEE 63rd Conference on Decision and Control; Milano, Italy, 16-19 Dicembre 2024
63
Milano (Italy)
16-19 Dicembre 2024
internazionale
contributo
Settore IINF-04/A - Automatica
   ANTHEM - AdvaNced Technologies for Human-centrEd Medicine
   ANTHEM
   MUR - MINISTERO DELL'UNIVERSITA' E DELLA RICERCA - Segretariato generale Direzione generale della ricerca - Ufficio IV
info:eu-repo/semantics/conferenceObject
6
Licini, Nicola; Sonzogni, Beatrice; Abuin, Pablo; Previdi, Fabio; Gonzalez, Alejandro H.; Ferramosca, Antonio
1.4 Contributi in atti di convegno - Contributions in conference proceedings::1.4.01 Contributi in atti di convegno - Conference presentations
reserved
Non definito
273
(2024). Artificial Pancreas under stable pulsatile Model Predictive Control: including the Physical Activity effect . Retrieved from https://hdl.handle.net/10446/296787
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10446/296787
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