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

Información del proyecto

H2TRAIN

Identificador del acuerdo de subvención: 101140052

DOI

10.3030/101140052

Fecha de la firma de la CE 1 Julio 2024

Fecha de inicio 1 Mayo 2024

Fecha de finalización 30 Abril 2027

Financiado con arreglo a

• Digital, Industry and Space

Coste total

€ 24 051 258,45

Aportación de la UE

€ 7 276 633,50

Coordinado por

UNIVERSIDAD DE LAS PALMAS DE GRAN CANARIA
Spain

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 (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.

Publicaciones

Peer reviewed articles (12)

Wearable Epilepsy Seizure Detection on FPGA with Spiking Neural Networks

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

SYNtzulA: Open Hardware for Near-Sensor SNN Inference

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

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

Autores: Matteo Antonio Scrugli, Gianluca Leone, Paola Busia, Luigi Raffo, Paolo Meloni
Publicado en: IEEE Sensors Journal, Edición 26, 2026, ISSN 1530-437X
Editor: 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

Autores: J. Peñate Arrieta, B. Vega, L. Gil, S. El Ghazi, V. Dávila, A.M. Wägner
Publicado en: Endocrinología, Diabetes y Nutrición, Edición 72, 2025, ISSN 2530-0164
Editor: Elsevier BV
DOI: 10.1016/S2530-0164(25)00203-4

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

Autores: Nieves G. Hernandez-Gonzalez, Juan Montiel-Caminos, Javier Sosa, Juan A. Montiel-Nelson
Publicado en: Sensors, Edición 24, 2024, ISSN 1424-8220
Editor: MDPI AG
DOI: 10.3390/S24051358

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

Autores: Leonardo Messina, Maria Teresa Giardi
Publicado en: Biosensors, Edición 15, 2024, ISSN 2079-6374
Editor: MDPI AG
DOI: 10.3390/BIOS15010003

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

Autores: Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Publicado en: IEEE Sensors Journal, Edición 24, 2024, ISSN 1530-437X
Editor: 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

Autores: Paola Busia, Andrea Pinna, Paolo Meloni
Publicado en: Journal of Systems Architecture, Edición 177, 2026, ISSN 1383-7621
Editor: 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

Autores: Waqas Ahmed, Pekka Toivanen, Keijo Haataja
Publicado en: IEEE Access, Edición 13, 2025, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3622316

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

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

Wearable Sensors for Health Monitoring

Autores: Caroline Abreu, Carla Bédard, Jean-Christophe Lourme, Benoit Piro
Publicado en: Biosensors, Edición 16, 2026, ISSN 2079-6374
Editor: MDPI AG
DOI: 10.3390/BIOS16020093

Advances in Electrochemical Nanobiosensors for Noninvasive Stress Biomarker Detection

Autores: Leonardo Messina, Paolo Amadoro, Maria Teresa Giardi
Publicado en: Sensors, Edición 25, 2025, ISSN 1424-8220
Editor: 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

Autores: 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
Publicado en: SEA2026 | Sociedad Española de Arteriosclerosis, 2026
Editor: SEA2026 | Sociedad Española de Arteriosclerosis

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

Autores: Sertac Kilickaya, Mete Ahishali, Cansu Celebioglu, Fahad Sohrab, Levent Eren, Turker Ince, Murat Askar, Moncef Gabbouj
Publicado en: 2025 IEEE Symposium Series on Computational Intelligence, Edición 2412.10792, 2024
Editor: IEEE SSCI 2025 | arXiv
DOI: 10.48550/ARXIV.2412.10792

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

Autores: Luca Martis, Gianluca Leone, Luigi Raffo, Paolo Meloni
Publicado en: Proceedings of the 22nd ACM International Conference on Computing Frontiers: Workshops and Special Sessions, 2025
Editor: ACM
DOI: 10.1145/3706594.3726979

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

Autores: Lars Heinrich, Joshua Feuerbacher, Anna Dannemann, Moritz Schumann
Publicado en: 2025
Editor: H2TRAIN

Water Current Velocity Measurements by a Magnetometer-Based Tilt

Autores: Juan Montiel-Caminos, Nieves G. Hernandez-Gonzalez, Javier Sosa, Juan A. Montiel-Nelson
Publicado en: 2024 IEEE 67th International Midwest Symposium on Circuits and Systems (MWSCAS), 2024
Editor: 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)

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

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

Autores: Juan Antonio Montiel Nelson
Publicado en: 2024
Editor: H2TRAIN

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

Autores: Alexey Solomatin, Dee Gotsopoulos
Publicado en: 2024
Editor: H2TRAIN

Intelligent Filtering Tuning in Edge Computing

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

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

Autores: Alexey Solomatin, Ivan Kiprin
Publicado en: 2024
Editor: H2TRAIN

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

Autores: Luca Martis, Paolo Meloni
Publicado en: DATE 2025 PhD Forum, Edición 978-3-9826741-0-0, 2025, ISSN 1558-1101
Editor: IEEE

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

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

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

Autores: Paulina PILLER, Katrin UNGER, Stefanie AICHHOR , Viktoria SALZMANN, Rudolf HEER
Publicado en: 2025
Editor: H2TRAIN

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

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

Colorimetric temporary tattoo-based sweat pH sensor

Autores: Katrin Unger, Paulina Piller, Rudolf Heer
Publicado en: 2025
Editor: H2TRAIN

Other (4)

GDPR | how cloud platforms will save chats

Autores: Saifullah Khan
Publicado en: AI Publication, 2026
Editor: H2TRAIN, Thinglink

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

Autores: Juan Antonio Montiel, Keijo Haataja, Annika Hangleiter
Publicado en: INSIDE magazine, Edición Edición 12, 2026
Editor: INSIDE Industry Association

From Chips to Healthcare Services

Autores: Paolo Azzoni, Marco Ottella, Juan A. Montiel-Nelson and others
Publicado en: INSIDE Magazine, 2025
Editor: INSIDE Industry Association

INSIDE magazine: H2TRAIN

Autores: Juan Antonio Montiel Nelson and Marco Ottella
Publicado en: INSIDE magazine, 2024
Editor: INSIDE

Book chapters (1)

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

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

Monographic books (1)

Applied Reconfigurable Computing. Architectures, Tools, and Applications

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