Edge AI-deployed DIGItal Twins for PREDICTing disease progression and need for early intervention in infectious and cardiovascular diseases beyond COVID-19

Informacje na temat projektu

DIGIPREDICT

Identyfikator umowy o grant: 101017915

DOI

10.3030/101017915

Projekt został zamknięty

Data podpisania przez KE 8 Grudnia 2020

Data rozpoczęcia 1 Stycznia 2021

Data zakończenia 31 Marca 2025

Finansowanie w ramach

• EXCELLENT SCIENCE - Future and Emerging Technologies (FET)

Koszt całkowity

€ 5 978 343,50

Wkład UE

€ 5 978 343,50

Koordynowany przez

ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE
Switzerland

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

Documents, reports (7)

Effect of cytokine storm on cardiomyocytes

Analysis of the effect of the cytokine storm on the function of cardiomyocytes

Community building measures

Assessment of all DIGIPREDICT community building measures and recommendations for further developments.

Cross-project collaboration plan

Plan of joint activities funded under the same subtopic Concrete crossproject collaboration activities will be reported in the subsequent reporting periods

Study and identification of potential regarding Edge AI analysis and Digital Twin creation

AI driven exploratory and predictive analytics (T1.5)

Effect of cytokine storm on endothelium

Analysis of the effect of the cytokine storm on cardiac lung and vasculature endothelium

AI driven exploratory and predictive analysis from Edge to Cloud

AI driven exploratory and predictive analytics (T1.5)

Potential drugs

List of potential drugs that might be suitable for the treatment of the damage/effects due to the cytokine storm.

Other (1)

Flyer, introductory video and media kit

Websites, patent fillings, videos etc. (1)

Website and social media

Public project website and social media accounts First version public in M01 a comprehensive version in M06

Publikacje

Peer reviewed articles (11)

TimEHR: Image-based Time Series Generation for Electronic Health Records

Autorzy: Hojjat Karami, Mary-Anne Hartley, David Atienza, Anisoara Ionescu
Opublikowane w: IEEE Journal of Biomedical and Health Informatics, 2025, Strona(/y) 1-12, ISSN 2168-2194
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2025.3577328

A Multichannel Electrochemical Sensor Interface IC for Bioreactor Monitoring

Autorzy: Qiuyang Lin, Wim Sijbers, Christina Avdikou, Didac Gomez, Dwaipayan Biswas, Bernardo Tacca, Nick Van Helleputte
Opublikowane w: IEEE Transactions on Biomedical Circuits and Systems, 2023, ISSN 1932-4545
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tbcas.2023.3315480

Prognostic models in COVID-19 infection that predict severity: a systematic review

Autorzy: Chepkoech Buttia, Erand Llanaj, Hamidreza Raeisi-Dehkordi, Lum Kastrati, Mojgan Amiri, Renald Meçani, Petek Eylul Taneri, Sergio Alejandro Gómez Ochoa, Peter Francis Raguindin, Faina Wehrli, Farnaz Khatami, Octavio Pano Espínola, Lyda Z. Rojas, Aurélie Pahud de Mortanges, Eric Francis Macharia-Nimietz, Fadi Alijla, Beatrice Minder, Alexander B. Leichtle, Nora Lüthi, Simone Ehrhard, Yok-Ai Que
Opublikowane w: European Journal of Epidemiology, 2023, ISSN 0393-2990
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10654-023-00973-x

pH Quantification in Human Dermal Interstitial Fluid Using Ultra-Thin SOI Silicon Nanowire ISFETs and a High-Sensitivity Constant-Current Approach

Autorzy: Yann Sprunger, Luca Capua, Thomas Ernst, Sylvain Barraud, Didier Locca, Adrian Ionescu, Ali Saeidi
Opublikowane w: Biosensors, Numer 13, 2023, Strona(/y) 908, ISSN 2079-6374
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/bios13100908

Event-based sampled ECG morphology reconstruction through self-similarity

Autorzy: Silvio Zanoli, Tomas Teijeiro, Giovanni Ansaloni, David Atienza
Opublikowane w: Computer Methods and Programs in Biomedicine, 2023, ISSN 0169-2607
Wydawca: Elsevier BV
DOI: 10.1016/j.cmpb.2023.107712

An Error-Based Approximation Sensing Circuit for Event-Triggered Low-Power Wearable Sensors

Autorzy: Silvio Zanoli; Flavio Ponzina; Tomás Teijeiro; Alexandre Levisse; David Atienza
Opublikowane w: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2023, ISSN 2156-3357
Wydawca: IEEE Circuits and Systems Society
DOI: 10.1109/jetcas.2023.3269623

A Semi-Supervised Algorithm for Improving the Consistency of Crowdsourced Datasets: The COVID-19 Case Study on Respiratory Disorder Classification

Autorzy: Orlandic, Lara; Teijeiro, Tomas; Atienza, David
Opublikowane w: Computer Methods and Programs in Biomedicine, Numer 4, 2023, ISSN 0169-2607
Wydawca: Elsevier BV
DOI: 10.1016/j.cmpb.2023.107743

Label-Free C-Reactive protein Si Nanowire FET Sensor Arrays with super-Nernstian back-gate operation

Autorzy: L. Capua, Y. Sprunger, H. Elettro, F.Risch, A. Grammoustianou, R. Midahuen, T. Ernst, S. Barraud R. Gill and A.M. Ionescu
Opublikowane w: IEEE Transactions on Electron Devices, 2022, ISSN 0018-9383
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/ted.2022.3144108

TEE4EHR: Transformer event encoder for better representation learning in electronic health records

Autorzy: Hojjat Karami, Anisoara Ionescu, David Atienza
Opublikowane w: Artificial Intelligence in Medicine, 2024, ISSN 0933-3657
Wydawca: Elsevier BV
DOI: 10.1016/j.artmed.2024.102903

Use of a Silicon Microneedle Chip-Based Device for the Extraction and Subsequent Analysis of Dermal Interstitial Fluid in Heart Failure Patients

Autorzy: Markus Renlund, Laurenz Kopp Fernandes, Pelle Rangsten, Mikael Hillmering, Sara Mosel, Ziad Issa, Volkmar Falk, Alexander Meyer, Felix Schoenrath
Opublikowane w: Diagnostics, Numer 15, 2025, Strona(/y) 989, ISSN 2075-4418
Wydawca: MDPI AG
DOI: 10.3390/diagnostics15080989

Vacuum-sealed silicon photonic MEMS tunable ring resonator with an independent control over coupling and phase

Autorzy: Pierre Edinger, Gaehun Jo, Chris Phong Van Nguyen, Alain Yuji Takabayashi, Carlos Errando-Herranz, Cleitus Antony, Giuseppe Talli, Peter Verheyen, Umar Khan, Simon J. Bleiker, Wim Bogaerts, Niels Quack, Frank Niklaus, and Kristinn B. Gylfason
Opublikowane w: Opt. Express, 2023, ISSN 1094-4087
Wydawca: Optical Society of America
DOI: 10.1364/oe.480219

Conference proceedings (13)

Consensus Control for Decentralized Deep Learning

Autorzy: Lingjing Kong, Tao Lin, Anastasia Koloskova, Martin Jaggi, Sebastian U. Stich.
Opublikowane w: 2021
Wydawca: NeurIPS

Point-process based representation learning for Electronic Health Records

Autorzy: Hojjat Karami, Anisoara Ionescu, David Atienza
Opublikowane w: IEEE EMBS International Conference on Biomedical and Health Informatics (BHI), 2023
Wydawca: IEEE
DOI: 10.1109/bhi58575.2023.10313499

A Multimodal Dataset for Automatic Edge-AI Cough Detection

Autorzy: Lara Orlandic, Jérôme Thevenot, Tomas Teijeiro, and David Atienza
Opublikowane w: IEEE, 2023
Wydawca: IEEE
DOI: 10.5281/zenodo.7562332

Model-Based ISO 14971 Risk Management of EEG-Based Medical Devices

Autorzy: N. Yakymets, R. Zanetti, A. Ionescu, D. Atienza
Opublikowane w: 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2023, Strona(/y) 1-7
Wydawca: IEEE
DOI: 10.1109/embc40787.2023.10340131

Tunable Dual Mode Carbon Nanotube Strain Gauge

Autorzy: Morten Vollmann, Cosmin Roman, and Christofer Hierold
Opublikowane w: 2024 IEEE 37th International Conference on Micro Electro Mechanical Systems (MEMS), 2024, ISBN 9798350357929
Wydawca: IEEE
DOI: 10.1109/mems58180.2024.10439427

Integrated Silicon-On-Insulator Based Mesh Membrane for Continuous Monitoring in Organs-on-a-chip

Autorzy: Mariia Zakharova, Mar Cóndor, Sohail F. Shaikh, Aaron Delahanty, Dries Braeken, Andries D. Van Der Meer, Loes I. Segerink
Opublikowane w: 2024 IEEE SENSORS, 2024, Strona(/y) 1-4
Wydawca: IEEE
DOI: 10.1109/sensors60989.2024.10784460

An Improved Analysis of Gradient Tracking for Decentralized Machine Learning

Autorzy: Anastasia Koloskova, Tao Lin, Sebastian U. Stich
Opublikowane w: 2021
Wydawca: NeurIPS

Double-Gate Si Nanowire FET Sensor Arrays For Label-Free C-Reactive Protein detection enabled by antibodies fragments and pseudo-super-Nernstian back-gate operation

Autorzy: L. Capua, Y. Sprunger, H. Elettro, A. Grammoustianou, R. Midahuen, T. Ernst, S. Barraud, R. Gill, A.M. Ionescu
Opublikowane w: 2021 IEEE International Electron Devices Meeting (IEDM), 2022, Strona(/y) 16.2.1-16.2.4
Wydawca: IEEE
DOI: 10.1109/iedm19574.2021.9720670

Intrinsic User-Centric Interpretability through Global Mixture of Experts

Autorzy: V. Swamy, S. Montariol, J. Blackwell, J. Frej, M. Jaggi, T. Käser
Opublikowane w: The Thirteenth International Conference on Learning Representations, 2024
Wydawca: The Thirteenth International Conference on Learning Representations

Quasi-Global Momentum: Accelerating Decentralized Deep Learning on Heterogeneous Data

Autorzy: Tao Lin, Sai Praneeth Karimireddy, Sebastian U. Stich, Martin Jaggi
Opublikowane w: 2021
Wydawca: ICML

How to Count Coughs: An Event-Based Framework for Evaluating Automatic Cough Detection Algorithm Performance

Autorzy: Lara Orlandic, Jonathan Dan, Jérôme Thevenot, Tomas Teijeiro, Alain Sauty, David Atienza
Opublikowane w: 2024 IEEE 20th International Conference on Body Sensor Networks (BSN), 2024, Strona(/y) 1-4
Wydawca: IEEE
DOI: 10.1109/bsn63547.2024.10780617

Ultra-High Sensitivity Silicon Nanowire Array Biosensor Based on a Constant-Current Method for Continuous Real-Time pH and Protein Monitoring in Interstitial Fluid

Autorzy: Y. Sprunger and L. Capua, T. Ernst, S. Barraud, A.M. Ionescu and A. Saeidi
Opublikowane w: ESSCIRC 2023- IEEE 49th European Solid State Circuits Conference (ESSCIRC), 2023
Wydawca: IEEE
DOI: 10.1109/esscirc59616.2023.10268731

RelaySum for Decentralized Deep Learning on Heterogeneous Data

Autorzy: Thijs Vogels, Lie He, Anastasia Koloskova, Tao Lin, Sai Praneeth Karimireddy, Sebastian U. Stich, Martin Jaggi
Opublikowane w: 2021
Wydawca: NeurIPS