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  • Acta Polytechnica Hungarica
  • 3. 2023
  • 3.3. 2023 Volume 20, Issue No. 8.
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  • 5. Folyóiratcikkek
  • Acta Polytechnica Hungarica
  • 3. 2023
  • 3.3. 2023 Volume 20, Issue No. 8.
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Exploring Robustness in Blood Glucose Control with Unannounced Meal Intake for Type-1 Diabetes Patient

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http://hdl.handle.net/20.500.14044/38644
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  • 3.3. 2023 Volume 20, Issue No. 8. [16]
Abstract
The importance of efficient diabetes treatment and its’ reliable automation is rising with the prevalence of this chronic condition worldwide. Robustness is one of the enablers of the safe automation of plasma glucose control, for it can ensure consistent behavior when the controlled dynamics are changing or partially unknown. Hence, this work focuses on assessing the capabilities of a robust nonlinear controller framework in a simulated environment. Linear Parameter-Varying modeling is combined with robust control techniques, supported by an Unscented Kalman filter. These controllers are then subjected to additional constraints in search of a practical trade-off between disturbance rejection and the severity of transient behavior. Simulations with unannounced meal in- takes explore and compare the effect of these additional constraints and configurations using the virtual patients provided by a well-known in silico simulator. The simulation re- sults indicate that this control method can ensure adequate blood glucose control and has the potential to support other control algorithms to realize a safe and reliable artificial pancreas.
Title
Exploring Robustness in Blood Glucose Control with Unannounced Meal Intake for Type-1 Diabetes Patient
Author
Szalay, Péter
Drexler, Dániel András
Kovács, Levente
xmlui.dri2xhtml.METS-1.0.item-date-issued
2023
xmlui.dri2xhtml.METS-1.0.item-contributor-advisor
xmlui.dri2xhtml.METS-1.0.item-rights-access
Open access
xmlui.dri2xhtml.METS-1.0.item-identifier-issn
1785-8860
xmlui.dri2xhtml.METS-1.0.item-language
en
xmlui.dri2xhtml.METS-1.0.item-format-page
20 p.
xmlui.dri2xhtml.METS-1.0.item-subject-oszkar
T1DM, Artificial pancreas, Robust control, LPV, Glycemic controller
xmlui.dri2xhtml.METS-1.0.item-description-version
Kiadói változat
xmlui.dri2xhtml.METS-1.0.item-identifiers
DOI: 10.12700/APH.20.8.2023.8.3
xmlui.dri2xhtml.METS-1.0.item-other-containerTitle
Acta Polytechnica Hungarica
xmlui.dri2xhtml.METS-1.0.item-other-containerPeriodicalVolume
20 évf.
xmlui.dri2xhtml.METS-1.0.item-other-containerPeriodicalNumber
8. sz.
xmlui.dri2xhtml.METS-1.0.item-type-type
Tudományos cikk
xmlui.dri2xhtml.METS-1.0.item-subject-area
Orvostudományok - elméleti orvostudományok
Orvostudományok - elméleti orvostudományok
xmlui.dri2xhtml.METS-1.0.item-publisher-university
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