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

Informazioni relative al progetto

H2TRAIN

ID dell’accordo di sovvenzione: 101140052

DOI

10.3030/101140052

Data della firma CE 1 Luglio 2024

Data di avvio 1 Maggio 2024

Data di completamento 30 Aprile 2027

Finanziato da

• Digital, Industry and Space

Costo totale

€ 24 051 258,45

Contributo UE

€ 7 276 633,50

Coordinato da

UNIVERSIDAD DE LAS PALMAS DE GRAN CANARIA
Spain

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

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.

Pubblicazioni

Peer reviewed articles (12)

Wearable Epilepsy Seizure Detection on FPGA with Spiking Neural Networks

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

SYNtzulA: Open Hardware for Near-Sensor SNN Inference

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

All-Spiking ECG Analysis for Arrhythmia Classification on Low-Power FPGA

Autori: Matteo Antonio Scrugli, Gianluca Leone, Paola Busia, Luigi Raffo, Paolo Meloni
Pubblicato in: IEEE Sensors Journal, Numero 26, 2026, ISSN 1530-437X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSEN.2026.3663715

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

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

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

Autori: Nieves G. Hernandez-Gonzalez, Juan Montiel-Caminos, Javier Sosa, Juan A. Montiel-Nelson
Pubblicato in: Sensors, Numero 24, 2024, ISSN 1424-8220
Editore: MDPI AG
DOI: 10.3390/S24051358

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

Autori: Leonardo Messina, Maria Teresa Giardi
Pubblicato in: Biosensors, Numero 15, 2024, ISSN 2079-6374
Editore: MDPI AG
DOI: 10.3390/BIOS15010003

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

Autori: Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Pubblicato in: IEEE Sensors Journal, Numero 24, 2024, ISSN 1530-437X
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/JSEN.2024.3487021

WCE-SqueezeNet: Targeting on-capsule CNN inference for energy efficient microcontroller-based endoscopy

Autori: Paola Busia, Andrea Pinna, Paolo Meloni
Pubblicato in: Journal of Systems Architecture, Numero 177, 2026, ISSN 1383-7621
Editore: Elsevier BV
DOI: 10.1016/J.SYSARC.2026.103851

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

Autori: Waqas Ahmed, Pekka Toivanen, Keijo Haataja
Pubblicato in: IEEE Access, Numero 13, 2025, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3622316

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

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

Wearable Sensors for Health Monitoring

Autori: Caroline Abreu, Carla Bédard, Jean-Christophe Lourme, Benoit Piro
Pubblicato in: Biosensors, Numero 16, 2026, ISSN 2079-6374
Editore: MDPI AG
DOI: 10.3390/BIOS16020093

Advances in Electrochemical Nanobiosensors for Noninvasive Stress Biomarker Detection

Autori: Leonardo Messina, Paolo Amadoro, Maria Teresa Giardi
Pubblicato in: Sensors, Numero 25, 2025, ISSN 1424-8220
Editore: MDPI AG
DOI: 10.3390/S25237255

Conference proceedings (15)

CARACTERIZACIÓN PSICOSOCIAL BASAL DE ADULTOS CON DIABETES MELLITUS TIPO 2 DE INICIO TEMPRANO: RESULTADOS PRELIMINARES DEL ESTUDIO PILOTO D2TOP

Autori: Carla García-Lourve Martín, Garlene Zamora Zamorano, Yaiza María Gil Quintana, María Luisa Álvarez Malé, Javier Peñate Arrieta, Laura Rodrigo González, Juan Carmelo Betancort Acosta, Alejandro Deniz García, Verónica Dávila Batista, Anna María Wagner
Pubblicato in: SEA2026 | Sociedad Española de Arteriosclerosis, 2026
Editore: SEA2026 | Sociedad Española de Arteriosclerosis

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

Autori: Sertac Kilickaya, Mete Ahishali, Cansu Celebioglu, Fahad Sohrab, Levent Eren, Turker Ince, Murat Askar, Moncef Gabbouj
Pubblicato in: 2025 IEEE Symposium Series on Computational Intelligence, Numero 2412.10792, 2024
Editore: IEEE SSCI 2025 | arXiv
DOI: 10.48550/ARXIV.2412.10792

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

Autori: Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Pubblicato in: Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions, 2025
Editore: ACM
DOI: 10.1145/3706594.3726979

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

Autori: Lars Heinrich, Joshua Feuerbacher, Anna Dannemann, Moritz Schumann
Pubblicato in: 2025
Editore: H2TRAIN

Water Current Velocity Measurements by a Magnetometer-Based Tilt

Autori: Juan Montiel-Caminos, Nieves G. Hernandez-Gonzalez, Javier Sosa, Juan A. Montiel-Nelson
Pubblicato in: 2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS), 2024
Editore: 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)

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

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

Autori: Juan Antonio Montiel Nelson
Pubblicato in: 2024
Editore: H2TRAIN

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

Autori: Alexey Solomatin, Dee Gotsopoulos
Pubblicato in: 2024
Editore: H2TRAIN

Intelligent Filtering Tuning in Edge Computing

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

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

Autori: Alexey Solomatin, Ivan Kiprin
Pubblicato in: 2024
Editore: H2TRAIN

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

Autori: Luca Martis, Paolo Meloni
Pubblicato in: DATE 2025 PhD Forum, Numero 978-3-9826741-0-0, 2025, ISSN 1558-1101
Editore: IEEE

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

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

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

Autori: Paulina PILLER, Katrin UNGER, Stefanie AICHHOR , Viktoria SALZMANN, Rudolf HEER
Pubblicato in: 2025
Editore: H2TRAIN

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

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

Colorimetric temporary tattoo-based sweat pH sensor

Autori: Katrin Unger, Paulina Piller, Rudolf Heer
Pubblicato in: 2025
Editore: H2TRAIN

Other (4)

GDPR | how cloud platforms will save chats

Autori: Saifullah Khan
Pubblicato in: AI Publication, 2026
Editore: H2TRAIN, Thinglink

From wearable sensors to digital twins for practical well-being in Europe

Autori: Juan Antonio Montiel, Keijo Haataja, Annika Hangleiter
Pubblicato in: INSIDE magazine, Numero Numero 12, 2026
Editore: INSIDE Industry Association

From Chips to Healthcare Services

Autori: Paolo Azzoni, Marco Ottella, Juan A. Montiel-Nelson and others
Pubblicato in: INSIDE Magazine, 2025
Editore: INSIDE Industry Association

INSIDE magazine: H2TRAIN

Autori: Juan Antonio Montiel Nelson and Marco Ottella
Pubblicato in: INSIDE magazine, 2024
Editore: INSIDE

Book chapters (1)

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

Autori: Paola Busia, Andrea Pinna, Paolo Meloni
Pubblicato in: Lecture Notes in Computer Science, Design and Architecture for Signal and Image Processing, 2025, ISBN 978-3-031-87897-8
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-87897-8_5

Monographic books (1)

Applied Reconfigurable Computing. Architectures, Tools, and Applications

Pubblicato in: Lecture Notes in Computer Science, 2026, ISBN 3032293650
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-29365-7