Unobtrusive Continuous Multi-Metabolite Monitoring for a Physiological Care of Insulin-treated Diabetes

Project Information

MuSiC4Diabetes

Grant agreement ID: 101115233

DOI

10.3030/101115233

EC signature date 21 June 2023

Start date 1 October 2023

End date 31 March 2028

Funded under

• The European Innovation Council (EIC)

Total cost

€ 3 885 462,50

EU contribution

€ 3 885 462,50

Coordinated by

FRAUNHOFER GESELLSCHAFT ZUR FORDERUNG DER ANGEWANDTEN FORSCHUNG EV
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Websites, patent fillings, videos etc. (2)

Audio-visual material

Audio-visual material will include an animated video to explain key features and results of the project.

Public project website

The website will inform the public about the project’s aims, updates and results. The website will be continuously updated throughout the project’s lifetime.

Documents, reports (1)

Definition of unobtrusive diabetes management from people with ITD

Four subgroups with 10 participants each will be interviewed: 1) Adults with T1D; 2) adolescents with T1D; 3) adults with insulindependent T2D; 4) parents of children with T1D. Questions regarding unobtrusive diabetes management, key components and goals of the project will be presented to and their potential impact rated by participants.

Publications

Peer reviewed articles (5)

Multiple Constrained MPCs for glucose regulation in Type 1 Diabetes

Author(s): Matteo Ragni, Paolo A. Mongini, Lalo Magni, Chiara Toffanin
Published in: IFAC-PapersOnLine, Issue 59, 2025, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2025.06.006

A comprehensive review of models and nonlinear control strategies for blood glucose regulation in artificial pancreas

Author(s): Iqra Shafeeq Mughal, Luca Patanè, Riccardo Caponetto
Published in: Annual Reviews in Control, Issue 57, 2024, ISSN 1367-5788
Publisher: Elsevier BV
DOI: 10.1016/J.ARCONTROL.2024.100937

Sensors

Author(s): Kristjan Axelsson; Mohammadhossien Sheikhsarraf; Christoph Kutter; Martin Richter
Published in: Sensors, Issue 25 (12), 2025, ISSN 1424-8220
Publisher: MDPI
DOI: 10.3390/S25123784

Periodic predictor of glucose dynamics in type 1 diabetes patients

Author(s): Matteo Ragni, Paolo Alberto Mongini, Lalo Magni, Chiara Toffanin
Published in: IFAC Journal of Systems and Control, Issue 35, 2026, ISSN 2468-6018
Publisher: Elsevier BV
DOI: 10.1016/J.IFACSC.2026.100401

The Official Journal of ATTD Advanced Techologies & Treatments for Diabetes CONFERENCE 6–9 MARCH 2024 I FLORENCE & ONLINE

Published in: Diabetes Technology & Therapeutics, Issue 26, 2024, ISSN 1520-9156
Publisher: Mary Ann Liebert Inc
DOI: 10.1089/dia.2024.2525.abstracts

Conference proceedings (8)

Model Predictive Control Strategies for Intra-day Variability Management in Artificial Pancreas: A Comparative in Silico Study

Author(s): Matteo Ragni, Lalo Magni, Chiara Toffanin
Published in: 2026, ISSN 1556-5068
Publisher: Elsevier BV
DOI: 10.2139/SSRN.6320403

An Adaptive Personalized Alarm System for Hypoglycemia and Hyperglycemia Prevention based on Online Learning

Author(s): Ragni, Matteo; Lu, Zijie; Toffanin, Chiara; Boem, Francesca;
Published in: 24th European Control Conference: ECC 2026, 2026
Publisher: Disscovery UCL

A meal detection approach based on parity space to detect untreated meals in subjects with Type 1 diabetes*

Author(s): Paolo Alberto Mongini, Mirko Mazzoleni, Antonio Ferramosca, Lalo Magni, Chiara Toffanin
Published in: 2024 IEEE 63rd Conference on Decision and Control (CDC), 2025, ISSN 2576-2370
Publisher: IEEE
DOI: 10.1109/CDC56724.2024.10886116

977-P: Multisensing Implantable Automated Insulin Delivery System—Expectations of Parents, People with Type 1 and Type 2 Diabetes

Author(s): DOMINIC EHRMANN, BERNHARD KULZER, NORBERT HERMANNS
Published in: Diabetes, Issue 74, 2025, ISSN 0012-1797
Publisher: American Diabetes Association
DOI: 10.2337/DB25-977-P

618-P: Obtrusiveness of Diabetes—How Many Minutes Are People with Diabetes Thinking about Diabetes

Author(s): NORBERT HERMANNS, DOMINIC EHRMANN, BERNHARD KULZER
Published in: Diabetes, Issue 74, 2025, ISSN 0012-1797
Publisher: American Diabetes Association
DOI: 10.2337/DB25-618-P

Periodic MPC for glucose control in Type 1 Diabetes

Author(s): Paolo A. Mongini, Matteo Ragni, Lalo Magni, Chiara Toffanin
Published in: IFAC-PapersOnLine, Issue 59, 2025, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2025.06.005

New physics-LSTM hybrid models for control-oriented glucose prediction in Type 1 Diabetes*

Author(s): Paolo Alberto Mongini, Martina Drecogna, Chiara Toffanin
Published in: 2025 American Control Conference (ACC), 2025, ISSN 2473-2001
Publisher: IEEE
DOI: 10.23919/ACC63710.2025.11107934

Personalized LSTM-Based Alarm Systems for Hypoglycemia Prevention in an Intraperitoneal Artificial Pancreas

Author(s): Martina Drecogna, Claudio Cobelli, Chiara Toffanin
Published in: 2024 32nd Mediterranean Conference on Control and Automation (MED), 2024
Publisher: IEEE
DOI: 10.1109/MED61351.2024.10566183

Book chapters (1)

Design Methodology for Liquid Micropumps

Author(s): Martin Richter, Agnes Bußmann
Published in: Comprehensive Microsystems, 2025, ISBN 9780323954792
Publisher: Elsevier
DOI: 10.1016/B978-0-323-95478-5.00036-4