Monitoring devices for overall FITness of Drivers

Deliverables

Training and alignment actions and material

Information of the training activities that will be promoted during and after the project and new possible trainnigs with the findings of the project. Refers to task 6.4

Communication and dissemination Plan

Includes the strategy for the Communication and dissemination plan Including all relevant stakeholders Several updates of this report are expected during the project in M 122442 Refers to 72

Report with lessons learnt from other projects and collaboration

Initial contact and report will be done in M6 so other projects could participate in Fitdrive activities if interested and a final report will be provided in M40 with the final activities that have taken place Refers to T72

Proceedings of the international workshop in Ireland

Includes the findings of the international workshop in Ireland. Refers to task 7.2

Test evaluation report

Evaluation of the KPI of the FITDrive system, according to the standards and indicators previously defined. Refers to task 5.4

"FITDrive Diary"" (Activity Record Diary)"

Includes the information required for the classification of professional driving roles and associated fatigue This refers to T21

Report on tests in controlled environment

Report of the first test cycle. Refers to task 5.2

Report on profiling tests in Spain, Ireland, Italy

Information of the results of the second test cycle. Refers to task 5.3

Proceedings of the international workshop in Brussel

Report including the findings of the first international meeting. Refers to T7.2

Proceedings of the final conference

Includes the findings of the final conference. Refers to task 7.2

Standardisation Activities Report

Report on the different activities on standardization performed during the project. Refers to task 6.3

Project identity

It includes the logo and templates for printed and digital dissemination material Refers to task 71

Test Operational Manual

A document which includes the steps for the different tests to be developed and the participants and all the information required for the validation of the system in the different environments Refers to task 51

Report on Final tests in Spain, Ireland and Italy

Results of the final tests.

Internal project reports

Report with the overall project management. To be public it will be a summary of the most relevant issues. Other confidential internal reports may be used to create this final report

Report on testers' selection

Report of testers in all three cycles including their characteristics, evaluation methods, etc. Refers to task 5.1

Project website and social media

Project website, and media groups created. Refers to task 7.1

Promotional videos

Two videos of the project and its achievements. One in M24 and one in M41. Refers to T7.2

Publications

Driving Fatigue Onset and Visual Attention: An Electroencephalography-Driven Analysis of Ocular Behavior in a Driving Simulation Task

Author(s): Andrea Giorgi, Gianluca Borghini, Francesca Colaiuda, Stefano Menicocci, Vincenzo Ronca, Alessia Vozzi, Dario Rossi, Pietro Aricò, Rossella Capotorto, Simone Sportiello, Marco Petrelli, Carlo Polidori, Rodrigo Varga, Marteyn Van Gasteren, Fabio Babiloni, Gianluca Di Flumeri
Published in: Behavioral Sciences, Issue 14, 2024, Page(s) 1090, ISSN 2076-328X
Publisher: MDPI
DOI: 10.3390/bs14111090

Unsupervised Detection of Covariate Shift Due to Changes in EEG Headset Position: Towards an Effective Out-of-Lab Use of Passive Brain–Computer Interface

Author(s): Daniele Germano, Nicolina Sciaraffa, Vincenzo Ronca, Andrea Giorgi, Giacomo Trulli, Gianluca Borghini, Gianluca Di Flumeri, Fabio Babiloni and Pietro Aricò
Published in: Applied Sciences, Issue 13, No. 23, 2023, Page(s) 12800, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/app132312800

A Novel EEG-Based Assessment of Distraction in Simulated Driving under Different Road and Traffic Conditions

Author(s): Vincenzo Ronca, Francois Brambati, Linda Napoletano, Cyril Marx, Sandra Trösterer, Alessia Vozzi, Pietro Aricò, Andrea Giorgi, Rossella Capotorto, Gianluca Borghini, Fabio Babiloni and Gianluca Di Flumeri
Published in: Brain Sciences, Issue 14, No. 3, 2024, Page(s) 193, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/brainsci14030193

Optimizing EEG Signal Integrity: A Comprehensive Guide to Ocular Artifact Correction

Author(s): Vincenzo Ronca, Rossella Capotorto, Gianluca Di Flumeri, Andrea Giorgi, Alessia Vozzi, Daniele Germano, Valerio Di Virgilio, Gianluca Borghini, Giulia Cartocci, Dario Rossi, Bianca M. S. Inguscio, Fabio Babiloni, Pietro Aricò
Published in: Bioengineering, Issue 11, 2025, Page(s) 1018, ISSN 2306-5354
Publisher: MDPI AG
DOI: 10.3390/bioengineering11101018

Validation of a Light EEG-Based Measure for Real-Time Stress Monitoring during Realistic Driving

Author(s): Nicolina Sciaraffa; Gianluca Di Flumeri; Daniele Germano; Andrea Giorgi; Antonio Di Florio; Gianluca Borghini; Alessia Vozzi; Vincenzo Ronca; Rodrigo Varga; Marteyn van Gasteren; Fabio Babiloni; Pietro Aricò
Published in: Brain Sciences, Issue 12, No. 3, 2022, Page(s) 304, ISSN 2076-3425
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/brainsci12030304

o-CLEAN: a novel multi-stage algorithm for the ocular artifacts’ correction from EEG data in out-of-the-lab applications

Author(s): Vincenzo Ronca, Gianluca Di Flumeri, Andrea Giorgi, Alessia Vozzi, Rossella Capotorto, Daniele Germano, Nicolina Sciaraffa, Gianluca Borghini, Fabio Babiloni, Pietro Aricò
Published in: Journal of Neural Engineering, Issue 21, 2024, Page(s) 056023, ISSN 1741-2560
Publisher: Institute of Physics Publishing
DOI: 10.1088/1741-2552/ad7b78

Time-Dependent Analysis of Human Neurophysiological Activities during an Ecological Olfactory Experience

Author(s): Vozzi, Alessia; Martinez Levy, Ana; Ronca, Vincenzo; Giorgi, Andrea; Ferrara, Silvia; Mancini, Marco; Capotorto, Rossella; Cherubino, Patrizia; Trettel, Arianna; Babiloni, Fabio; Di Flumeri, Gianluca
Published in: Brain Sciences, Issue 13, No. 9, 2023, Page(s) 1242, ISSN 2076-3425
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/brainsci13091242

Neurophysiological mental fatigue assessment for developing user-centered Artificial Intelligence as a solution for autonomous driving

Author(s): Andrea Giorgi, Vincenzo Ronca, Alessia Vozzi, Pietro Aricò,Gianluca Borghini,Rossella Capotorto, Luca Tamborra, Ilaria Simonetti, Simone Sportiello, Marco Petrelli, Carlo Polidori, Rodrigo Varga, Marteyn van Gasteren, Arnab Barua, Mobyen Uddin Ahmed, Fabio Babiloni, and Gianluca Di Flumeri
Published in: Frontiers in Neurorobotics, Issue Volume 17 - 2023, 2023, ISSN 1662-5218
Publisher: Frontiers Research Foundation
DOI: 10.3389/fnbot.2023.1240933

EEG-Based Index for Timely Detecting User’s Drowsiness Occurrence in Automotive Applications

Author(s): Gianluca Di Flumeri; Gianluca Di Flumeri; Vincenzo Ronca; Vincenzo Ronca; Andrea Giorgi; Andrea Giorgi; Alessia Vozzi; Alessia Vozzi; Pietro Aricò; Pietro Aricò; Nicolina Sciaraffa; Hong Zeng; Guojun Dai; Wanzeng Kong; Fabio Babiloni; Fabio Babiloni; Fabio Babiloni; Gianluca Borghini; Gianluca Borghini
Published in: Frontiers in Human Neuroscience, Issue Volume 16 - 2022, 2022, ISSN 1662-5161
Publisher: Frontiers Research Foundation
DOI: 10.3389/fnhum.2022.866118

A Systematic Literature Review on Multimodal Machine Learning: Applications, Challenges,Gaps and Future Directions

Author(s): ARNAB BARUA , MOBYEN UDDIN AHMED , AND SHAHINA BEGUM
Published in: IEEE Access, Issue vol. 11, 2023, Page(s) pp. 14804-14831, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2023.3243854

Neurophysiological Evaluation of Students’ Experience during Remote and Face-To-Face Lessons. A Case Study at Driving School

Author(s): Simonetti, Ilaria; Tamborra, Luca; Giorgi, Andrea; Ronca, Vincenzo; Vozzi, Alessia; Aricò, Pietro; Borghini, Gianluca; Sciaraffa, Nicolina; Trettel, Arianna; Babiloni, Fabio; Picardi, Manuel; Di Flumeri, Gianluca
Published in: Brain Sciences, Issue 13, No. 1, 2022, Page(s) 95, ISSN 2076-3425
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)

Wearable Technologies for Electrodermal and Cardiac Activity measurements: a Comparison between Fitbit Sense, Empatica E4 and Shimmer GSR3+

Author(s): Ronca, Vincenzo; Martinez-Levy, Ana C.; Vozzi, Alessia; Giorgi, Andrea; Aricò, Pietro; Capotorto, Rossella; Borghini, Gianluca; Babiloni, Fabio; Di Flumeri, Gianluca
Published in: Sensors, Issue 23, No. 13, 2023, Page(s) 5847, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)

Evaluation of a New Lightweight EEG Technology for Translational Applications of Passive Brain-Computer Interfaces

Author(s): Nicolina Sciaraffa; Gianluca Di Flumeri; Gianluca Di Flumeri; Daniele Germano; Andrea Giorgi; Andrea Giorgi; Antonio Di Florio; Gianluca Borghini; Gianluca Borghini; Alessia Vozzi; Alessia Vozzi; Vincenzo Ronca; Vincenzo Ronca; Fabio Babiloni; Fabio Babiloni; Fabio Babiloni; Pietro Aricò; Pietro Aricò; Pietro Aricò
Published in: Frontiers in Human Neuroscience, Issue Volume 16 - 2022, 2022, ISSN 1662-5161
Publisher: Frontiers Research Foundation
DOI: 10.3389/fnhum.2022.901387

A Neuroergonomic Approach Fostered by Wearable EEG for the Multimodal Assessment of Drivers Trainees

Author(s): Di Flumeri, G.; Giorgi, A.; Germano, D.; Ronca, V.; Vozzi, A.; Borghini, G.; Tamborra, L.; Simonetti, I.; Capotorto, R.; Ferrara, S.; Sciaraffa, N., Babiloni, B. , and Aricò, P.
Published in: Sensors, Issue 23, No. 20, 2023, Page(s) 8389, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23208389

Advanced Hybrid Reasoning and Transfer Learning on Multimodal Data with Transformers

Author(s): Arnab Barua, Mobyen Uddin Ahmed, Shahina Begum
Published in: SN Computer Science, Issue 6, 2025, ISSN 2661-8907
Publisher: Springer Nature
DOI: 10.1007/s42979-025-03706-x

Second-Order Learning with Grounding Alignment: A Multimodal Reasoning Approach to Handle Unlabelled Data

Author(s): Barua A., Uddin Ahmed M., Barua S., Begum S. and Giorgi A.
Published in: Proceedings of the 16th International Conference on Agents and Artificial Intelligence, Issue Volume 2: ICAART; pages 561-572, 2024, Page(s) pages 561-572, ISSN 2184-4992
Publisher: SCITEPRESS
DOI: 10.5220/0012466500003636

Neuroscientific Methods for Exploring User Perceptions While Dealing With Mobile Advertising: A Novel and Integrated Approach

Author(s): Marco Mancini; Marco Mancini; Patrizia Cherubino; Patrizia Cherubino; Gianluca di Flumeri; Gianluca di Flumeri; Giulia Cartocci; Giulia Cartocci; Ana Martinez; Ana Martinez; Alessandro Sanchez; Chiara Santillo; Enrica Modica; Alessia Vozzi; Alessia Vozzi; Vincenzo Ronca; Vincenzo Ronca; Arianna Trettel; Gianluca Borghini; Gianluca Borghini; Fabio Babiloni; Fabio Babiloni; Fabio Babiloni
Published in: Frontiers in Neuroergonomics, Issue Volume 3 - 2022, 2022, ISSN 2673-6195
Publisher: Frontiers in neuroergonomics
DOI: 10.3389/fnrgo.2022.835648

Air Force Pilot Expertise Assessment during Unusual Attitude Recovery Flight

Author(s): Gianluca Borghini; Pietro Aricò; Gianluca Di Flumeri; Vincenzo Ronca; Andrea Giorgi; Nicolina Sciaraffa; Claudio Conca; Simone Stefani; Paola Verde; Angelo Landolfi; Roberto Isabella; Fabio Babiloni
Published in: Safety, Issue Volume 8; Issue 2, 2022, Page(s) 38, ISSN 2313-576X
Publisher: MDPI
DOI: 10.3390/safety8020038

Multimodal characterization of mental fatigue on professional drivers

Author(s): Andrea Giorgi, Vincenzo Ronca, Alessia Vozzi, Pietro Aricò, Gianluca Borghini, Luca Tamborra, Ilaria Simonetti, Simone Sportiello, Marco Petrelli, Rodrigo Varga, Marteyn Van Gasteren, Fabio Babiloni, Gianluca Di Flumeri
Published in: AHFE International, Neuroergonomics and Cognitive Engineering, 2023
Publisher: AHFE International
DOI: 10.54941/ahfe1003009

In-Depth Analysis of Diverse Driver Behaviors using Hybrid Multimodal Machine Learning

Author(s): Mera Abudiab, Francisco Javier Pérez Núñez, Mobyen Uddin Ahmed, Shaibal Barua, Shahina Begum and Arnab Barua
Published in: 27th International Conference on Computer and Information Technology (ICCIT), 2025
Publisher: IEEE
DOI: 10.5281/zenodo.15209945

Multi-scale Data Fusion and Machine Learning for Vehicle Manoeuvre Classification

Author(s): Arnab BaruaMobyen Uddin AhmedMobyen Uddin AhmedShahina Begum
Published in: 2023 IEEE 13th International Conference on System Engineering and Technology (ICSET), 2023, Page(s) 296-301
Publisher: IEEE
DOI: 10.1109/icset59111.2023.10295109

Role of Multi-modal Machine Learning, Explainable AI and Human-AI Teaming in Trusted Intelligent Systems for Remote Digital Towers

Author(s): Ahmed, Mobyen Uddin
Published in: Issue 4, 2025
Publisher: ACM, New York, NY, USA
DOI: 10.1145/3719384.3719389

Enhancing Multimodal Reasoning with Data Alignment and Fusion

Author(s): Barua, Arnab; Ahmed, Mobyen Uddin
Published in: Issue 1, 2024, ISBN 978-91-7485-691-0
Publisher: Mälardalen University

Deliverables

Publications

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