PHYSICS INFORMED MACHINE LEARNING-BASED PREDICTION AND REVERSION OF IMPAIRED FASTING GLUCOSE MANAGEMENT

Información del proyecto

PRAESIIDIUM

Identificador del acuerdo de subvención: 101095672

DOI

10.3030/101095672

Proyecto cerrado

Fecha de la firma de la CE 11 Noviembre 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 31 Diciembre 2025

Financiado con arreglo a

• Health

Coste total

€ 5 808 741,25

Aportación de la UE

€ 5 808 740,00

Coordinado por

SPINDOX LABS SRL
Italy

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (2)

Project management report 1.1

Project management report v1.1

Communication Plan for Dissemination and Exploitation

Websites, patent fillings, videos etc. (1)

Project Website

Project website

Publicaciones

Peer reviewed articles (10)

Robust control-driven counterfactual generation for uncertain systems

Autores: Pierluigi Francesco De Paola, Jared Miller, Alessandro Borri, Alessia Paglialonga, Fabrizio Dabbene
Publicado en: IFAC-PapersOnLine, Edición 59, 2025, ISSN 2405-8963
Editor: Elsevier BV
DOI: 10.1016/J.IFACOL.2025.10.089

Understanding and Exploring the Food Preferences of Filipino School-Aged Children Through Free Drawing as a Projective Technique

Autores: Melvin Bernardino, Nicole Sison, Jeanne Bruce, Claudio Tiribelli, Natalia Rosso
Publicado en: Nutrients, Edición 16, 2025, ISSN 2072-6643
Editor: MDPI AG
DOI: 10.3390/NU16234035

The Long-Term Effects of Physical Activity on Blood Glucose Regulation: A Model to Unravel Diabetes Progression

Autores: Pierluigi Francesco De Paola; Alessia Paglialonga; Pasquale Palumbo; Karim Keshavjee; Fabrizio Dabbene; Alessandro Borri
Publicado en: IEEE Control Systems Letters, 2023, ISSN 2475-1456
Editor: IEEE
DOI: 10.1109/lcsys.2023.3290774

Signal Acquisition and Algorithm Design for Bioimpedance-Based Heart Rate Estimation from the Wrist

Autores: Didzis Lapsa; Margus Metshein; Andrei Krivošei; Rims Janeliukstis; Olev Märtens; Atis Elsts
Publicado en: Applied Sciences, 2024, ISSN 2076-3417
Editor: MDPI
DOI: 10.3390/APP14219632

Modeling the cumulative benefits of regular physical activity on type 2 diabetes progression

Autores: Pierluigi Francesco De Paola, Alessandro Borri, Fabrizio Dabbene, Karim Keshavjee, Pasquale Palumbo, Alessia Paglialonga
Publicado en: Computers in Biology and Medicine, Edición 198, 2025, ISSN 0010-4825
Editor: Elsevier BV
DOI: 10.1016/J.COMPBIOMED.2025.111194

Low-Abundance Proteomics Reveal Pleiotrophin and Fibroblast Growth Factor-21 as Biomarkers of Metabolic Dysfunction-Associated Steatohepatitis

Autores: Melissa M. Milito, Milos Mihajlovic, Alice Mallia, Stefania Ghilardi, Claudio Tiribelli, Deborah Bonazza, Natalia Rosso, Silvia Palmisano, Cristina Banfi, Pablo J. Giraudi
Publicado en: International Journal of Molecular Sciences, Edición 26, 2025, ISSN 1422-0067
Editor: MDPI AG
DOI: 10.3390/IJMS262210943

From System Models to Class Models: An In-Context Learning Paradigm

Autores: M. Forgione, F. Pura and D. Piga
Publicado en: IEEE Control Systems Letters, ISSN 2475-1456
Editor: IEEE
DOI: 10.1109/LCSYS.2023.3335036

PPG and Bioimpedance-Based Wearable Applications in Heart Rate Monitoring—A Comprehensive Review

Autores: Didzis Lapsa; Rims Janeliukstis; Margus Metshein; Leo Selavo
Publicado en: Applied Sciences, 2024, ISSN 2076-3417
Editor: MDPI
DOI: 10.3390/APP14177451

Long-Term Diabetes Prevention via Physical Activity: An Output-Feedback MPC Approach

Autores: Pierluigi Francesco De Paola, Alessandro Borri, Alessia Paglialonga, Fabrizio Dabbene, Pasquale Palumbo
Publicado en: IEEE Control Systems Letters, Edición 9, 2025, ISSN 2475-1456
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LCSYS.2025.3578031

A reduced model for the long-term effects of physical activity on type 2 diabetes

Autores: Multerer, Lea; De Paola, Pierluigi Francesco; Lenatti, Marta; Paglialonga, Alessia; Azzimonti, Laura
Publicado en: Mathematical Biosciences, 2024, ISSN 2331-8422
Editor: Elsevier
DOI: 10.1016/J.MBS.2026.109645

Conference proceedings (3)

Polynomial approximation of regions of attraction via occupation measures: an application to a biological autonomous system

Autores: Pierluigi Francesco De Paola, Alessandro Borri, Alessia Paglialonga, Pasquale Palumbo, Fabrizio Dabbene
Publicado en: 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE), 2024
Editor: IEEE
DOI: 10.1109/CASE59546.2024.10711611

A Computationally Efficient Deep Learning-Based Surrogate Model of Prediabetes Progression

Autores: Lea Multerer, Stefano Toniolo, Sandra Mitrović, Maria Concetta Palumbo, Alessandro Ravoni, Paolo Tieri, Marco Forgione, Laura Azzimonti
Publicado en: 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2025
Editor: IEEE
DOI: 10.1109/BIBM62325.2024.10822298

Multi-Input Multi-Output Dynamic Modelling of Type 2 Diabetes Progression

Autores: Davide Simeone, Marta Lenatti, Constantino Lagoa, Karim Keshavjee, Aziz Guergachi, Fabrizio Dabbene, Alessia Paglialonga
Publicado en: Studies in Health Technology and Informatics, 2023
Editor: IOS Press
DOI: 10.3233/SHTI230784

Book chapters (4)

Exploring Prediabetes Pathways Using Explainable AI on Data from Electronic Medical Records

Autores: Console, Davide; Lenatti, Marta; Simeone, Davide; Keshavjee, Karim; Guergachi, Aziz; Mongelli, Maurizio; Paglialonga, Alessia
Publicado en: Studies in Health Technology and Informatics, 2024
Editor: IOS press eBook
DOI: 10.3233/SHTI240519

A Model-Based Approach for Glucose Control via Physical Activity

Autores: Pierluigi Francesco de Paola, Alessandro Borri, Alessia Paglialonga, Pasquale Palumbo, Fabrizio Dabbene
Publicado en: Studies in Health Technology and Informatics, Intelligent Health Systems – From Technology to Data and Knowledge, 2025
Editor: IOS Press
DOI: 10.3233/SHTI250267

Physics-Informed Neural Networks for Hidden Insulin Dynamics Estimation from Glucose Data

Autores: Lea Multerer, Manuel Acquistapace, Marco Forgione, Laura Azzimonti
Publicado en: Lecture Notes in Computer Science, Artificial Intelligence in Medicine, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-95841-0_53

Counterfactual Inference Using Ordinary Differential Equations to Assess the Effect of Physical Activity on Type 2 Diabetes Onset

Autores: Marta Lenatti, Marco Zaffalon, Alessandro Antonucci, Pierluigi Francesco De Paola, Lea Multerer, Maurizio Mongelli, Alessia Paglialonga, Laura Azzimonti
Publicado en: Lecture Notes in Computer Science, Artificial Intelligence in Medicine, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-95838-0_21