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.| File | Dimensione del file | Formato | |
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