Enabling digital technologies for Holistic Health-lifestyle motivational and assisTed supeRvision supported by Artificial Intelligence Networks

Project Information

H2TRAIN

Grant agreement ID: 101140052

DOI

10.3030/101140052

EC signature date 1 July 2024

Start date 1 May 2024

End date 30 April 2027

Funded under

• Digital, Industry and Space

Total cost

€ 24 050 477,23

EU contribution

€ 7 276 633,50

Coordinated by

UNIVERSIDAD DE LAS PALMAS DE GRAN CANARIA
Spain

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

Documents, reports (9)

Periodic Report of MDR Class I Standardization Process I

D7.9 (T7.6) - Periodic report of MDR class I standardization process I.

Initial Plan for the Exploitation and Dissemination (DEP)

D7.2 (T7.2) - Initial Plan for the Exploitation and Dissemination (DEP).

Risk Register I

Risk Register

Refined Plan for the Exploitation and Dissemination (DEP) I

D7.6 (T7.4) - Refined Plan for the Exploitation and Dissemination (DEP) I.

Handbook of Data Governance & Operation, and DMP

Handbook of data governance & operation, and DMP

H2TRAIN Kick-off Meting
Periodic Reports on DQM I

Periodic Reports on DQM

Periodic Reports on In-Vivo Interventional Studies I

Periodic Reports on in-vivo interventional studies

Project Website & and Visual Identity Report

D7.1 (T7.1) - Project Website & and Visual identity report.

Publications

Peer reviewed articles (9)

Wearable Epilepsy Seizure Detection on FPGA with Spiking Neural Networks

Author(s): Paola Busia, Gianluca Leone, Andrea Matticola, Luigi Raffo, Paolo Meloni
Published in: IEEE Transactions on Biomedical Circuits and Systems, 2025, ISSN 1932-4545
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TBCAS.2025.3575327

SYNtzulA: Open Hardware for Near-Sensor SNN Inference

Author(s): Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Published in: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2025, ISSN 0278-0070
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCAD.2025.3645186

P-039. ANÁLISIS DE LOS DATOS DE MONITORIZACIÓN CONTINUA DE GLUCOSA EN LA DIABETES PREGESTACIONAL Y SU ASOCIACIÓN CON LOS RESULTADOS PERINATALES

Author(s): J. Peñate Arrieta, B. Vega, L. Gil, S. El Ghazi, V. Dávila, A.M. Wägner
Published in: Endocrinología, Diabetes y Nutrición, Issue 72, 2025, ISSN 2530-0164
Publisher: Elsevier BV
DOI: 10.1016/S2530-0164(25)00203-4

An Edge Computing Application of Fundamental Frequency Extraction for Ocean Currents and Waves

Author(s): Nieves G. Hernandez-Gonzalez, Juan Montiel-Caminos, Javier Sosa, Juan A. Montiel-Nelson
Published in: Sensors, Issue 24, 2024, ISSN 1424-8220
Publisher: MDPI AG
DOI: 10.3390/S24051358

Recent Status on Lactate Monitoring in Sweat Using Biosensors: Can This Approach Be an Alternative to Blood Detection?

Author(s): Leonardo Messina, Maria Teresa Giardi
Published in: Biosensors, Issue 15, 2024, ISSN 2079-6374
Publisher: MDPI AG
DOI: 10.3390/BIOS15010003

Low-Power FPGA-Based Spiking Neural Networks for Real-Time Decoding of Intracortical Neural Activity

Author(s): Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Published in: IEEE Sensors Journal, Issue 24, 2024, ISSN 1530-437X
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSEN.2024.3487021

Toward Sleep Spindle Detection: A Comparative Survey of State-of-the-Art, Challenges and Future Research

Author(s): Waqas Ahmed, Pekka Toivanen, Keijo Haataja
Published in: IEEE Access, Issue 13, 2025, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3622316

ESTU: Enabling Spiking Transformers on Ultra-Low-Power FPGAs

Author(s): Gianluca Leone, Paola Busia, Mauro Orrù, Luigi Raffo, Paolo Meloni
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, 2025, ISSN 1549-7747
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TCSII.2025.3626209

Advances in Electrochemical Nanobiosensors for Noninvasive Stress Biomarker Detection

Author(s): Leonardo Messina, Paolo Amadoro, Maria Teresa Giardi
Published in: Sensors, Issue 25, 2025, ISSN 1424-8220
Publisher: MDPI AG
DOI: 10.3390/S25237255

Book chapters (1)

Endoscopy Image Classification for Wireless Capsules with CNNs on Microcontroller-Based Platforms

Author(s): Paola Busia, Andrea Pinna, Paolo Meloni
Published in: Lecture Notes in Computer Science, Design and Architecture for Signal and Image Processing, 2025, ISBN 978-3-031-87897-8
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-87897-8_5

Conference proceedings (14)

Audio-based Anomaly Detection in Industrial Machines Using Deep One-Class Support Vector Data Description

Author(s): Sertac Kilickaya, Mete Ahishali, Cansu Celebioglu, Fahad Sohrab, Levent Eren, Turker Ince, Murat Askar, Moncef Gabbouj
Published in: 2025 IEEE Symposium Series on Computational Intelligence, Issue 2412.10792, 2024
Publisher: IEEE SSCI 2025 | arXiv
DOI: 10.48550/ARXIV.2412.10792

SYNtzulA: Open-Source Hardware for Energy-Efficient Spiking Neural Network Inference

Author(s): Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Published in: Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions, 2025
Publisher: ACM
DOI: 10.1145/3706594.3726979

H2Train-Validation of an HRV-Algorithm to detect Ventilatory Thresholds

Author(s): Lars Heinrich, Joshua Feuerbacher, Anna Dannemann, Moritz Schumann
Published in: 2025
Publisher: H2TRAIN

Water Current Velocity Measurements by a Magnetometer-Based Tilt

Author(s): Juan Montiel-Caminos, Nieves G. Hernandez-Gonzalez, Javier Sosa, Juan A. Montiel-Nelson
Published in: 2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS), 2024
Publisher: IEEE
DOI: 10.1109/MWSCAS60917.2024.10658690

Multi-Partner Project: Enabling Digital Technologies for Holistic Health-Lifestyle Motivational and Assisted Supervision Supported by Artificial Intelligence Network (H2TRAIN)

Author(s): Juan A. Montiel-Nelson, Marco Ottella, Paolo Azzoni
Published in: 2025 Design, Automation & Test in Europe Conference (DATE), 2025
Publisher: IEEE
DOI: 10.23919/DATE64628.2025.10993023

ENABLING DIGITAL TECHNOLOGIES FOR HOLISTIC HEALTH-LIFESTYLE MOTIVATIONAL AND ASSISTED SUPERVISION SUPPORTED BY ARTIFICIAL INTELLIGENCE NETWORKS

Author(s): Juan Antonio Montiel Nelson
Published in: 2024
Publisher: H2TRAIN

HLTH 2024 USA Event – “Immersive AI-Based Training for Health and Performance

Author(s): Alexey Solomatin, Dee Gotsopoulos
Published in: 2024
Publisher: H2TRAIN

Intelligent Filtering Tuning in Edge Computing

Author(s): Nieves G. Hernandez-Gonzalez, Juan Montiel-Caminos, Javier Sosa, Juan A. Montiel-Nelson
Published in: 2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS), 2024
Publisher: IEEE
DOI: 10.1109/MWSCAS60917.2024.10658954

WWDC 2024 – Expanding H2TRAIN Through XR, Vision Pro, and Apple Intelligence

Author(s): Alexey Solomatin, Ivan Kiprin
Published in: 2024
Publisher: H2TRAIN

Open-Source Design of a Low-Power SNN Hardware Accelerator for Edge AI

Author(s): Luca Martis, Paolo Meloni
Published in: DATE 2025 PhD Forum, Issue 978-3-9826741-0-0, 2025, ISSN 1558-1101
Publisher: IEEE

Advancing Wearable Health and Sports Monitoring Through an Edge–Cloud AI Continuum. Invited Paper

Author(s): Juan Montiel Caminos, Gabriel Ojeda Suárez, Marco Ottella, Paolo Azzoni, Juan A.Montiel-Nelson
Published in: Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions, 2025
Publisher: ACM
DOI: 10.1145/3706594.3727580

Biohybrid Colorimetric Tattoo Sensor for Real-Time Sweat pH-Monitoring and Dynamic Sweat Management

Author(s): Paulina PILLER, Katrin UNGER, Stefanie AICHHOR , Viktoria SALZMANN, Rudolf HEER
Published in: 2025
Publisher: H2TRAIN

Enabling SNN-Based Near-MEA Neural Decoding with Channel Selection: An Open-HW Approach

Author(s): Gianluca Leone, Luca Martis, Luigi Raffo, Paolo Meloni
Published in: 2025 Design, Automation & Test in Europe Conference (DATE), 2025, ISBN 978-3-9826741-0-0
Publisher: IEEE
DOI: 10.23919/DATE64628.2025.10993220

Colorimetric temporary tattoo-based sweat pH sensor

Author(s): Katrin Unger, Paulina Piller, Rudolf Heer
Published in: 2025
Publisher: H2TRAIN

Other (2)

From Chips to Healthcare Services

Author(s): Paolo Azzoni, Marco Ottella, Juan A. Montiel-Nelson and others
Published in: INSIDE Magazine, 2025
Publisher: INSIDE Industry Association

INSIDE magazine: H2TRAIN

Author(s): Juan Antonio Montiel Nelson and Marco Ottella
Published in: INSIDE magazine, 2024
Publisher: INSIDE