Data di Pubblicazione:
2026
Citazione:
(2026). A robust tube-based MPC approach for safer insulin dosing [journal article - articolo]. In IFAC JOURNAL OF SYSTEMS AND CONTROL. Retrieved from https://hdl.handle.net/10446/322006
Abstract:
We present a robust model predictive control (MPC) approach for safer insulin dosing in artificial
pancreas systems. The method applies estimation-informed constraint tightening to maintain safety
under disturbances and unmodeled dynamics. Safety margins, derived from estimator confidence, are
enforced as tube-based tightening on state and input constraints. A zone control objective targets a
glucose band with asymmetric weights that emphasize avoidance of low glucose. Simulation studies
show fewer low glucose events and lower violation risk than a nominal MPC baseline, with comparable
dosing effort. The contribution of this work is a robust zone MPC scheme that maps estimator
uncertainty into safety margins for insulin dosing
Tipologia CRIS:
1.1.01 Articoli/Saggi in rivista - Journal Articles/Essays
Elenco autori:
Licini, Nicola; Alves Dos Santos, Marcelo; Previdi, Fabio; Ferramosca, Antonio
Link alla scheda completa:
Link al Full Text:
Pubblicato in: