Artificial Pancreas under stable MPC: including the Physical Activity effect

Abstract: This work presents the application of Model Predictive Control (MPC) for the control of blood glucose concentrationin patients with Type 1 Diabetes Mellitus (T1DM). The main novelty of the algorithm is the inclusion of physical activity effects, i.e. one of the main critical aspects of the disease. The glycemic control is based on a physiological individualized long-term compartmental model. Leveraging on this model, the algorithm is able to control glycemia by performing prediction and estimation of patient’s next states, employing disturbance observers to compensate plant-model mismatches. The overall performance is tested in a cohort of in-silico patients from the FDA-approved UVA/Padova simulator.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-01
DOI
https://doi.org/10.5281/zenodo.14277264
Primary Topic
Diabetes Management and Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Artificial Pancreas under stable MPC: including the Physical Activity effect

Zenodo (CERN European Organization for Nuclear Research)
Diabetes Management and Research
article

Artificial Pancreas under stable MPC: including the Physical Activity effect

article en

Abstract

Abstract: This work presents the application of Model Predictive Control (MPC) for the control of blood glucose concentrationin patients with Type 1 Diabetes Mellitus (T1DM). The main novelty of the algorithm is the inclusion of physical activity effects, i.e. one of the main critical aspects of the disease. The glycemic control is based on a physiological individualized long-term compartmental model. Leveraging on this model, the algorithm is able to control glycemia by performing prediction and estimation of patient’s next states, employing disturbance observers to compensate plant-model mismatches. The overall performance is tested in a cohort of in-silico patients from the FDA-approved UVA/Padova simulator.

Zenodo (CERN European Organization for Nuclear Research)
University of Bergamo (IT), Consejo Nacional de Investigaciones Científicas y Técnicas (AR), Universidad Nacional del Litoral (AR), Instituto de Desarrollo Tecnológico para la Industria Química (AR)
Good health and well-being
Openalex Percentile: Top 46%
Diabetes Management and Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Artificial Pancreas under stable MPC: including the Physical Activity effect · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS