Catalogo dei Corsi di studio

PERSONAL INFORMATION

Full name: Gianluca Borghini
Sex: M
Date of birth: 24th of August 1983
Nationality: Italian
Email: gianluca.borghini@uniroma1.it
website: https://web.uniroma1.it/lab_nsi/en/labnsi/labnsi/about/team/gianluca-bor...

RESEARCHER ID:

ORCID: 0000-0001-8560-5671
Google scholar profile: https://scholar.google.com/citations?user=iIK-QqgAAAAJ&hl=en
Scopus: https://www.scopus.com/authid/detail.uri?authorId=36145850800

WORK EXPERIENCE

June 2022 - Present Assistan Professore (Tenure Track, RTD - B)
University of Rome Sapienza, Rome, Italy (www.uniroma1.lt)
Teaching and R&D on physiological signal processing algorithms for real-time users mental states, training, and teamwork assessment
both in controlled and realistic contexts, in particular Aerospace, Aviation, Maritime, Automotive and Surgical rooms.

Business or sector: Neuroscience, Aerospace, Aviation, Transportation, Maritime, Machine Learning, Mental States and Training
Assessment, Human Factor, Neuroergonomics, Human Machine Interaction (HMI) , Brain Computer Interfaces (BCI)

September 2015 Present Permanent Research Scientist
Brainsigns srl, Rome, Italy (www.brainsigns.com)
Research and development of signal processing algorithms for real-time user s mental states assessment both in controlled and
realistic contexts

Business or sector: Neuroscience, Aerospace, Aviation, Transportation, Maritime, Machine Learning, Mental States and Training
Assessment, Human Factor, Neuroergonomics, Human Machine Interaction (HMI) , Brain Computer Interfaces (BCI)

July 2014 December 2021 Post-Doctoral Fellow
University of Rome Sapienza, Rome, Italy (www.uniroma1.lt)
Development of signal processing algorithms, mental states neurophysiological characterization, and combination of different
neurophysiological signals for the user s mental states assessment both in controlled and realistic contexts.

Business or sector: Neuroscience, Aerospace, Aviation, Transportation, Maritime, Machine Learning, Mental States and Training
Assessment, Human Factor, Neuroergonomics, Human Machine Interaction (HMI) , Brain Computer Interfaces (BCI)

January 2010 June 2013 Fixed term contract as Research Scientist
IRCCS Fondazione Santa Lucia, Rome, Italy (www.hsantalucia.it/en)
Mental workload and training assessment of commercial and military pilots through the analysis of their brain (i.e. EEG signal) and
autonomic (i.e. ECG, EOG, and GSR) signals
during both simulated and real flights.

Business or sector: Neuroscience, Aerospace, Aviation, Transportation, Maritime, Machine Learning, Mental States and Training
Assessment, Human Factor, Neuroergonomics, Human Machine Interaction (HMI) , Brain Computer Interfaces (BCI)

EDUCATION AND TRAINING

July 2021 National Scientific Abilitation in Physiology
Instruction, University and Research Italian Ministry (Rome, Italy)
Qualified as Associate Professor in Physiology
May 2019 National Scientific Abilitation in Bioengineering
Instruction, University and Research Italian Ministry (Rome, Italy)
Qualified as Associate Professor in Bioengineering
May 2016 PhD in Bioengineering
ALMA MATER STUDIORUM University of Bologna (Bologna, Italy)
The aim of the PhD was to develop a system for the training assessment and workload evaluation by means of neurophysiological
signals. The methodology was validated both in controlled (e.g. Lab) and realistic contexts recruiting nonprofessional and professional
personnel like Air Traffic Controllers from the École Nationale de l Aviation Civile (ENAC, Toulouse, France). In particular, the results
showed that i) the developed methodology reduced significantly the required number of EEG sensors; ii) no-manual triggering and settings
of the parameters of the machine learning-based algorithm; iii) the performance of the algorithm remained stable and reliable up to a
month without any recalibration; iv) the proposed methodology could supply quantitative and objective information regarding the user s
training level and mental state to support the Instructor for a better management of the training schedule and program.

June 2013 September 2013 Research collaboration
SINAPSE Lab, National University of Singapore (Singapore)
I spent 3 months working at the International Institute for Neurotechnology SINAPSE in at the National University of Singapore
(NUS) for a collaboration which aimed at developing methodologies for the evaluation of learning processes and cooperation between
couple of subjects engaged on the same task, and real-time mental workload assessment. In this regard, I designed the experimental
protocol and run the experiments in which the electroencephalogram (EEG), the electrocardiogram (ECG) and the
electrooculogram (EOG) were recorded. Such neurophysiological signals were compared with the behavioral and subjective data in
order to obtain a more accurate overview of the considered cognitive phenomenon (Triangulation approach).

June 2012 Research collaboration
Institute of Cognitive & Intelligent Computation, Hangzhou Dianzi University (Hangzhou, China)
Setup of the laboratories similar to those already working at the IRCCS Fondazione Santa Lucia for the study of mental workload
and the drowsiness levels in simulated driving experiments with EEG and other physiological signals. Training of local scientists on the
methodologies to be used in the analysis of such cerebral activity.

December 2011 Flight Safety Officer
National Air Force Ministry (Rome, Italy)
I got the first position at the course for Flight Safety Officers at the Italian Air Force Department. The course allowed me to gain
applicable new skills to positively impact the company s safety, the planning of the experimental protocols, the analysis of the results,
and the evaluation of Human Factors in operational environments. The course was divided into three main modules: "Prevention",
"Investigation" and "Juridical/Legal". Within the investigation module, visitors were engaged in investigating the possible causes of
accidents reconstructed in various crash sites. During the practical phase, television interviews conducted by a professional journalist
were simulated, applying the principles and techniques of communication learned in the classroom.

March 2009 Master Degree in Electrical Engineering
ALMA MATER STUDIORUM University of Bologna (Bologna, Italy)
Topics covered included: Biomedical data and signals processing, Biomechanic, Bioimaging, Rehabilitation Bioengineering, Prosthetics
and Orthotics, Clinic Engineering and Solid State sensors.
Title of the final dissertation: Off-line analysis and classification of mental workload through electroencephalography (EEG) . The
work consisted in a series of experiments employing cognitive tasks under different difficulty levels during which the participant s brain
activity was recorded. The results showed how an increase of absolute frontal theta power and a decrease of absolute parietal alpha
power were significantly correlated to the experienced mental workload

January 2006 Bachelor Degree in Electrical Engineering
ALMA MATER STUDIORUM University of Bologna (Bologna, Italy)
Topics covered included: Maths, Physics, Analogic and Digital Electronic, Microelectronic, Electromagnetic systems, Electronic
communications and Economy.
Title of the final dissertation: Development and realization of a patch antenna for WLAN and UMTS applications .

July 2002 Electrical and Telecommunication Technitian
Technical and Industrial Institute (ITIS) Leonardo da Vinci (Rimini, Italy)
Upper Secondary School

WORK ACTIVITIES

Main projects:

In the last years (2010 2022), Gianluca Borghini has been involved in several EU and military projects as scientific manager , in particular as the leader in the development of algorithms and neurophysiological metrics to the users mental states and teamwork assessment. These methodology and metrics have been validated in controlled and realistic contexts as Aerospace, Aviation, Maritime, Surgery, and Car Driving under the WP7, SESAR, and H2020 funding programs:
- Safemode (www.safemodeproject.eu)
- Mindtooth (www.mindtooth.com)
- Artimation (www.artimation.eu)
- Fitdrive (www.fitdrive.eu)
- Nina (www.nina-wpe.eu)
- Moto (www.moto-project.eu)
- Stress (www.stressproject.eu)
- Minima (www.minima-project.eu)
- Simusafe (www.simusafe.eu)
- WorkingAge (www.workingage.eu)
- SmokeFreeBrain (www.smokefreebrain.eu)

Tutoring activities:

Gianluca Borghini has tutored 2 PhD theses in Morphogenesis And Tissue Engineering, master theses in Medical Biotechnologies (1), Biomedical Engineering (6), and Aerospace Engineering (1), and bachelor theses in Biomedical Engineering (3). Furthermore, he did tutoring activities at the University of Rome Sapienza in the following courses: Aerospace and Astronautic Engineering, Aerospace Medicine, Medical Biotechnologies, Psychology of communication and marketing, Biomedical Engineering.

AWARDS

Gianluca Borghini has been granted by different Awards for scientific research:

- 2021: Enlisted in the 2% of the best scientists in the world in the area neuroscience/biomedical engineering according to PLOSOne journal (2021).
- 2019: Scientific Award Italian Best Awards , Chamber of Deputies, Rome, Italy.
- 2016: Scientific Award Massimo Grattarola for the best PhD thesis, National Bioenginnering Group (Gruppo Nazionale di Bioingegneria GNB), Brixen, Italy
- 2016: Scientific Award I Guidoniani for the best research work in Aviation and Aerospace Medicine, Italian Air Force, Trieste, Italy.
- 2013: Travel Award, Standing Steering Committee of the 1st IEEE EMBS international summer school on neural engineering (ISSNE 13), Shanghai, China.
- 2012: Scientific Award I Guidoniani for the best research work in Aviation and Aerospace Medicine, Italian Air Force, Bari, Italy

EDITORIAL ACTIVITY

- Editorial board member for Brain Sciences
- Editorial board member for Sensors
- Editorial board member for Behavioral Sciences
- Associate Editor for Frontiers in Neuroergonomics
- Associate Editor for International Journal of Bioelectromagnetism (IJBEM)
- Guest Associate Editor for Computational Intelligence and Neuroscience
- Guest Associate Editor for Frontiers in Human Neuroscience
- Guest Associate Editor for Frontiers in Human Neuroscience
- Guest Associate Editor for Mathematical Biosciences and Engineering

Reviewer for peer-review and high-impact factor journals like Neuroscience & Biobehavioral Reviews, Scientific Reports, Nature, Brain Sciences, Social Cognitive and Affective Neuroscience, IEEE Transactions on Biomedical Engineering, IEEE Transactions on Neural Systems & Rehabilitation Engineering, Brain Topography, Neuroimage, Journal of Neuroscience Methods, Journal of Neural Engineering, Sensors, Frontiers in Human Neuroscience, Frontiers in Neuroscience. Specifically, currently 39 reviews with a review-to-publication-rate of 0.5:1 (Median = 0.3:1, source: Publons).

INVITED PRESENTATIONS

Gianluca Borghini has delivered more than 20 lectures invited on international scientific conferences across the 12 years of activities in the area of neuroscience.

GRANTS

Gianluca Borghini has been and is currently involved in several National and EU research projects.

PATENTS

Gianluca Borghini has been granted the following EU patent related to the estimation of the mental workload measured by cerebral activities:
EU patent n. EP3143933A1. Aricò P, Borghini G, Di Flumeri G, Babiloni F. Method for estimating a mental state, in particular workload, and related apparatus.

PUBBLICATIONS

1. Conference Paper - Gianluca Borghini, Frédéric Rooseleer, Barry Kirwan, Ivan De Vissche, Mikhail Goman, Jonathan Pugh, Nikolay Abramov, Géraud Granger, Diana Moreno-Alarcon, Elizabeth Humm, Simone Pozzi (2023). Airfox UPRT Flight Simulation with Wake Vortex Encounter Events. ESREL 2023 Conference

2. Editorial Gaia Romana Pellicano, Katie Aafjes-van Doorn, Alessandra Anzolin, Danilo Arnone, Gianluca Borghini (2023). Use of Neuroimaging Techniques for the Prevention, Assessment, and Treatment of Mood Disorders. Frontiers in Psychiatry.

3. Journal Paper Neurophysiological evaluation of students experience during remote and face-to-face lessons. A case study at driving school (2022). Ilaria Simonetti, Luca Tamborra, Andrea Giorgi, Vincenzo Ronca, Alessia Vozzi, Pietro Aricò, Gianluca Borghini, Nicolina Sciaraffa, Arianna Trettel, Fabio Babiloni, Manuel Picardi, Gianluca Di Flumeri. Brain Sciences

4. Conference Paper Vincenzo Ronca, Gianluca Di Flumeri, Alessia Vozzi, Andrea Giorgi, Pietro Arico, Nicolina Sciaraffa, Fabio Babiloni, Gianluca Borghini (2022). Validation of an EEG-Based Neurometric for Online Monitoring and Detection of Mental Drowsiness While Driving. Conference: 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC).

5. Conference Paper Gianluca Borghini, Pietro Arico, Gianluca Di Flumeri, Nicolina Sciaraffa, Antonio Di Florio, Vincenzo Ronca, Andrea Giorgi, Lorenzo Mezzadri, Renzo Gasparini, Roberto Tartaglino, Arianna Trettel, Fabio Babiloni (2022). Real-Time Pilot Crew s Mental Workload and Arousal Assessment During Simulated Flights for Training Evaluation: A Case Study Conference: 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC).

6. Christophe Hurter, Augustin Degas, Arnaud Guibert, Nicolas Durand, Ana Ferreira, Nicola Cavagnetto, Mir Riyanul Islam, Shaibal Barua, Mobyen Uddin Ahmed, Shahina Begum, Stefano Bonelli, Giulia Cartocci, Gianluca Di Flumeri, Gianluca Borghini, Pietro Aricó, Fabio Babiloni. Toward a more transparent and explainable conflict resolution algorithm for air traffic controllers. 34th Conference of the European Association for Aviation Psychology

7. Conference Paper - Siyang Song, Vincenzo Ronca, Gianluca Borghini, Hesam Sagha, Vera.Rick, Marteyn van Gasteren and Hatice Gunes (2022). Deep Learning-Based Assessment of Facial Periodic Affect in Work-Like Settings. 1st International Workshop and Challenge on People Analysis: From Face, Body and Fashion to 3D Virtual Avatars (WCPA Workshop at ECCV 2022). doi: 10.17863/CAM.87966.

8. Conference Paper - Rooseleer, Frederic, Kling, Fanni, Pasztor, Attila, Kirwan, Barry, Humm, Elizabeth, Borghini, Gianluca, Pugh, Jon, and Moreno Alarcon, Diana Paola (2022) A Tale of Two Simulations -- the Challenges of Validating a Ground-Air Collaborative Safety Alert. Proceedings of the 32nd European Safety and Reliability Conference (ESREL 2022)

9. Journal Paper - Frédéric Rooseleer, Barry Kirwan, Diana Paola Moreno Alarcon, Elizabeth Humm, and Gianluca Borghini (2022). The Application of Human Factors in Wake Vortex Encounter Flight Simulations for the Reduction of Flight Upset Risk and Startle Response. Human Error, Reliability, Resilience, and Performance, Vol. 33, 2022, 32 42

10. Journal Paper - Nicolina Sciaraffa, Gianluca Di Flumeri, Daniele Germano, Andrea Giorgi, Antonio Di Florio, Gianluca Borghini, Alessia Vozzi, Vincenzo Ronca, Fabio Babiloni, Pietro Aricò (2022). Evaluation of a new lightweight EEG technology for translational applications of passive Brain-Computer Interfaces. Frontiers in Human Neuroscience

11. Conference - Frederic Rooseleer, Attila Pasztor, Fanni Kling, Elizabeth Humm, Gianluca Borghini, Jonathan Pugh, Barry Kirwan, Mikhail Goman, Diana Paola Moreno Alarcon (2022). A Tale of Two Simulations the Challenges of Validating an Air-Ground Collaborative Safety Alert. ESREL 2022

12. Journal Paper Gianluca Borghini, Pietro Aricó, Gianluca Di Flumeri, Vincenzo Ronca, Andrea Giorgi, Nicolina Sciaraffa, Claudio Conca, Simone Stefani, Paola Verde, Angelo Landolfi, Roberto Isabella, Fabio Babiloni (2022). Air Force Pilot Expertise Assessment with Regard to Mental Effort Requested during Unusual Attitude Recovery Flight Training Simulations. Safety.

13. Journal Paper Gianluca Di Flumeri, Vincenzo Ronca, Andrea Giorgi, Alessia Vozzi, Pietro Aricò, Nicolina Sciaraffa, Hong Zeng, Guojun Dai, Wanzeng Kong, Fabio Babiloni, Gianluca Borghini (2022). EEG-based index for timely detecting user's drowsiness occurrence in automotive applications. Frontiers in Human Neuroscience, section Brain-Computer Interfaces

14. Journal Paper Marco Mancini, Patrizia Cherubino, Gianluca Di Flumeri, Giulia Cartocci, Ana Martinez, Alessandro Sanchez, Chiara Santillo, Enrica Modica, Alessia Vozzi, Vincenzo Ronca, Arianna Trettel, Gianluca Borghini, Fabio Babiloni (2022). Neuroscientific methods for exploring user perceptions while dealing with Mobile Advertising: a novel and integrated approach. Frontiers in Neuroergonomics.

15. Journal Paper Nicolina Sciaraffa, Gianluca Di Flumeri, Daniele Germano, Andrea Giorgi, Antonello di Florio, Gianluca Borghini, Alessia Vozzi, Vincenzo Ronca, Rodrigo Varga, Marteyn Vangasteren, Fabio Babiloni, Pietro Aricó (2022). Validation of a light EEG-based measure for real-time stress monitoring during realistic driving. Brain Sciences.

16. Journal Paper Augustin Degas, Mir Riyanul Islam, Christophe Hurter, Shaibal Barua, Hamidur Rahman, Minesh Poudel, Daniele Ruscio, Mobyen Uddin Ahmed, Shahina Begum, Md Aquif Rahman, Stefano Bonelli, Giulia Cartocci, Gianluca Di Flumeri, Gianluca Borghini, Fabio Babiloni, Pietro Aricó (2022). A Survey on Artificial Intelligence (AI) and eXplainable AI in Air Traffic Management: Current Trends and Development with Future Research Trajectory. Applied Sciences

17. Journal Paper Alessia Vozzi, Vincenzo Ronca, Pietro Aricò, Gianluca Borghini, Nicolina Sciaraffa, Patrizia Cherubino, Arianna Trettel, Fabio Babiloni, Gianluca Di Flumeri (2021). The sample size matters: to what extent the participant reduction affects the outcomes of a neuroscientific research. A case-study in neuromarketing field. Sensors

18. Journal Paper Yue Zhao, Guojun Dai, Gianluca Borghini, Jiaming Zhang, Xiufeng Li, Zhenyan Zhang, Pietro Aricò, Gianluca Di Flumeri, Fabio Babiloni, Hong Zeng (2021). Label-based Alignment Multi-Source Domain Adaptation for Cross-subject EEG Fatigue Mental State Evaluation. Frontiers in Human Neuroscience, section Brain-Computer Interfaces.

19. Journal Paper Giorgi, A., Ronca, V., Vozzi, A., Sciaraffa, N., Di Florio, A., Tamborra, L., ... & Borghini, G. (2021). Wearable technologies for mental workload, stress, and emotional state assessment during working-like tasks: a comparison with laboratory technologies. Sensors, 21(7), 2332.

20. Journal Paper Zeng, H., Li, X., Borghini, G., Zhao, Y., Aricò, P., Di Flumeri, G., ... & Babiloni, F. (2021). An EEG-Based Transfer Learning Method for Cross-Subject Fatigue Mental State Prediction. Sensors, 21(7), 2369.

21. Journal Paper Sciaraffa, N., Borghini, G., Di Flumeri, G., Cincotti, F., Babiloni, F., & Aricò, P. (2021). Joint Analysis of Eye Blinks and Brain Activity to Investigate Attentional Demand during a Visual Search Task. Brain Sciences, 11(5), 562.

22. Journal Paper Marucci, M., Di Flumeri, G., Borghini, G., Sciaraffa, N., Scandola, M., Pavone, E. F., & Aricò, P. (2021). The impact of multisensory integration and perceptual load in virtual reality settings on performance, workload and presence. Scientific Reports, 11(1), 1-15.

23. Journal Paper Ronca, V., Giorgi, A., Rossi, D., Di Florio, A., Di Flumeri, G., Aricò, P., ... & Simonetti, I. &G. Borghini (2021). A Video-Based Technique for Heart Rate and Eye Blinks Rate Estimation: A Potential Solution for Telemonitoring and Remote Healthcare. Sensors, 21, 1607.

24. Journal Paper Mancini, M., Cherubino, P., Cartocci, G., Martinez, A., Borghini, G., Guastamacchia, E., ... & Babiloni, F. (2021). Forefront Users Experience Evaluation by Employing Together Virtual Reality and Electroencephalography: A Case Study on Cognitive Effects of Scents. Brain Sciences, 11(2), 256.

25. Journal Paper - Sciaraffa, N., Liu, J., Aricò, P., Flumeri, G. D., Inguscio, B., Borghini, G., & Babiloni, F. (2021). Multivariate model for cooperation: bridging social physiological compliance and hyperscanning. Social Cognitive and Affective Neuroscience.

26. Journal Paper - Hong Zeng, Jiaming Zhang, Wael Zakaria, Fabio Babiloni *, Gianluca Borghini, Xiufeng Li, Wanzeng Kong (2020). InstanceEasyTL: An Improved Transfer Learning Method for EEG-based Cross-subject Fatigue Detection. Sensors, December 2020.

27. Conference Paper Vincenzo Ronca, Dario Rossi, Antonello Di Florio, Gianluca Di Flumeri, Pietro Aricò, Nicolina Sciaraffa, Alessia Vozzi, Fabio Babiloni and Gianluca Borghini (2020). Contactless Physiological Assessment of Mental Workload during Teleworking-like Task. HUMAN MENTAL WORKLOAD: MODELS AND APPLICATIONS 2020

28. Journal Paper - Mir Riyanul Islam, Shaibal Barua, Mobyen Uddin Ahmed, Shahina Begum, Pietro Aricò, Gianluca Borghini, Gianluca Di Flumeri (2020). A Novel Mutual Information based Feature Set for Drivers Mental Workload Evaluation Using Machine Learning. Brain Sciences.

29. Journal Paper Borghini, G., Di Flumeri, G., Aricò, P., Sciaraffa, N., Bonelli, S., Ragosta, M., ... & Ozan, A. (2020). A multimodal and signals fusion approach for assessing the impact of stressful events on Air Traffic Controllers. Scientific Reports, 10(1), 1-18.

30. Conference Paper Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Nicolina Sciaraffa, Vincenzo Ronca, Alessia Vozzi, and Fabio Babiloni (2020). Assessment of Athletes Attitude: Physiological Evaluation via Wearable Sensors during Grappling Competitions. 42th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2020.

31. Conference Paper Gianluca Borghini, Andrea Bandini, Silvia Orlandi, Gianluca Di Flumeri, Pietro Aricò, Nicolina Sciaraffa, Vincenzo Ronca, Stefano Bonelli, Martina Ragosta, Paola Tomasello, U ur Turhan, Birsen Açikel, Ali Ozan, Jean Paul Imbert, Géraud Granger, Railane Benhacene, Fabrice Drogoul, and Fabio Babiloni (2020). Stress Assessment by Combining Neurophysiological Signals and Radio Communications of Air Traffic Controllers. 42th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2020.

32. Journal Paper Nicolina Sciaraffa, Manousos A. Klados, Gianluca Borghini, Gianluca Di Flumeri, Fabio Babiloni, Pietro Aricò. (2020). Double-step Machine Learning based procedure for HFOs detection and classification. Brain Sciences, 10(1), 48.

33. Chapter Book Borghini, G., Ronca, V., Vozzi, A., Aricò, P., Di Flumeri, G., & Babiloni, F. (2020). Monitoring performance of professional and occupational operators. In Handbook of Clinical Neurology (Vol. 168, pp. 199-205). Elsevier.

34. Journal Paper Sebastiani, M., Di Flumeri, G., Aricò, P., Sciaraffa, N., Babiloni, F., and Borghini, G. (2020). Neurophysiological Vigilance Characterisation and Assessment: Laboratory and Realistic Validations Involving Professional Air Traffic Controllers. Brain Sciences, 10(1), 48.

35. Chapter Book N Sciaraffa, P Aricò, G Borghini, Gianluca Di Flumeri, Antonello Di Florio, Fabio Babiloni (2020). The evolution of passive Brain-Computer Interfaces: Enhancing the human-machine interaction. In: V. H. C. de Albuquerque, A A Aristotle, S Ribeiro. Neurotechnology: Methods, advances and applications (Healthcare Technologies). The Institution of Engineering and Technology. January, 2020. ISBN-13: 978-1785618130.

36. Journal Paper Di Flumeri, G.; De Crescenzio, F.; Berberian, B.; Ohneiser, O.; Kramer, J.; Arico, P.; Borghini, G.; Babiloni, F.; Bagassi, S.; Piastra, S. (2019). Brain Computer Interface-Based Adaptive Automation to Prevent Out-Of-The-Loop Phenomenon in Air Traffic Controllers Dealing With Highly Automated Systems. Frontiers In Human Neuroscience. - ISSN 1662-5161. 13.

37. Conference Paper - - Sciaraffa, N.; Arico, P.; Borghini, G.; DI FLUMERI, Gianluca; DI FLORIO, Antonio; Babiloni, F. (2019). On the Use of Machine Learning for EEG-Based Workload Assessment: Algorithms Comparison in a Realistic Task. Human Mental Workload: Models and Applications.

38. Journal Paper - Arico, P.; Reynal, M.; Di Flumeri, G.; Borghini, G.; Sciaraffa, N.; Imbert, J. -P.; Hurter, C.; Terenzi, M.; Ferreira, A.; Pozzi, S.; Betti, V.; Marucci, M.; Telea, A. C.; Babiloni, F. (2019). How Neurophysiological Measures Can be Used to Enhance the Evaluation of Remote Tower Solutions. Frontiers In Human Neuroscience. - ISSN 1662-5161. - 13.

39. Journal Paper Borghini G., Aricò P, Di Flumeri G, Sciaraffa N. and Babiloni F. (2019). Correlation and Similarity between Cerebral and Non-Cerebral Electrical Activity for User s States Assessment. Sensors 19(3), 704.

40. Conference Paper Gianluca Di Flumeri, Pietro Aricò, Gianluca Borghini, Nicolina Sciaraffa, Vincenzo Ronca, Alessia Vozzi, Silvia Francesca Storti, Gloria Menegaz, Paolo Fiorini, Fabio Babiloni (2019). EEG-Based Workload Index as a Taxonomic Tool to Evaluate the Similarity of Different Robot-Assisted Surgery Systems. International Symposium on Human Mental Workload: Models and Applications. Springer, Cham.

41. Conference Paper Ennia Acerra, Margherita Pazzini, Navid Ghasemi, Valeria Vignali, Claudio Lantieri, Andrea Simone, Gianluca Di Flumeri, Pietro Aricò, Gianluca Borghini, Nicolina Sciaraffa, Paola Lanzi, Fabio Babiloni (2019). EEG-Based Mental Workload and Perception-Reaction Time of the Drivers While Using Adaptive Cruise Control. International Symposium on Human Mental Workload: Models and Applications. Springer, Cham.

42. Journal Paper Maxime Reynal, Jean Paul Imbert, Pietro Aricò, Jérôme Toupillier, Gianluca Borghini, Christophe Hurter (2019). Audio Focus: Interactive spatial sound coupled with haptics to improve sound source location in poor visibility. International Journal of Human Computer Studies. doi: 10.1016/j.ijhcs.2019.04.001.

43. Journal Paper Di Flumeri, G., Aricò, P., Borghini, G., Sciaraffa, N., Di Florio, A., and Babiloni, F. (2019). The Dry Revolution: Evaluation of Three Different EEG Dry Electrode Types in Terms of Signal Spectral Features, Mental States Classification and Usability. Sensors, 19(6), 1365

44. Journal Paper Giulia Cartocci, Alessandro Scorpecci, Gianluca Borghini, Anton Giulio Maglione, Bianca Maria Serena Inguscio, Sara Giannantonio, Andrea Giorgia Paolo Malerba, Dario Rossi, Enrica Modica, Pietro Aricò, Gianluca Di Flumeri, Pasquale Marsella, Fabio Babiloni (2019). EEG rhythms lateralization patterns in children with unilateral hearing loss are different from the patterns of normal hearing controls during speech-in-noise listening. Hearing Research, Volume 379, August 2019, Pages 31-42.

45. Journal Paper Di Flumeri G, Borghini G, Aricò P, Sciaraffa N, Lanzi P, Pozzi S, Vignali V, Lantieri C, Bichicchi A, Simone A, and Babiloni F (2018). EEG-based mental workload neurometric to evaluate the impact of different traffic and road conditions in real driving settings. Frontiers in Human Neuroscience, December 2018.

46. Conference Paper Reynal M, Aricò P, Imbert JP, Hurter C, Borghini G, Di Flumeri G, Sciaraffa N, Di Florio A, Terenzi M, Ferreira A, Pozzi S, Betti V, Marucci M, and Babiloni F. (2018). Investigating Multimodal Augmentations Contribution to Remote Control Tower Contexts for Air Traffic Management. 3rd International Conference on Human Computer Interaction Theory and Applications, Prague, 2018.

47. Journal Paper Aricò P, Borghini G, Di Flumeri G, Sciaraffa N, Babiloni F (2018). Passive BCI beyond the lab: current trends and future directions. Physiological measurement, 39(8), 08TR02.

48. Conference Paper Aricò P., Reynal M., Imbert J.P., Hurter C., Borghini G., Di Flumeri G., Sciaraffa N., Di Florio A., Terenzi M., Ferreira A., Pozzi S. Betti V., Marucci M., Pavone E., Telea A.C., Babiloni F. (2018). Human-Machine Interaction Assessment by Neurophysiological Measures: a Study on Professional Air Traffic Controllers. 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018.

49. Conference Paper Giulia Cartocci, Anton Giulio Maglione, Dario Rossi, Enrica Modica, Gianluca Borghini, Paolo Malerba, Lucia Oriella Piccioni and Fabio Babiloni (2017). Alpha and Theta EEG variations as indices of listening effort to be implemented in neurofeedback among cochlear implant users. Symbiotic 2017.

50. Conference Paper - Oliver Ohneiser, Francesca De Crescenzio, Gianluca Di Flumeri, Jan Kraemer, Bruno Berberian, Sara Bagassi, Nicolina Sciaraffa, Pietro Arico, Gianluca Borghini, Fabio Babiloni (2017). Experimental Simulation Set-Up for Validating Out-Of-The-Loop Mitigation When Monitoring High Levels of Automation in Air Traffic Control. Accepted at the ICATMA 2018: International Conference on Air Traffic Management and Aviation, December 2017.

51. Journal Paper Nicolina Sciaraffa, Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Alfredo Colosimo, Anastasios Bezerianos, Nitish V Thakor, Fabio Babiloni (2017). Brain interaction during cooperation: Evaluating local properties of multiple-brain network - Brain sciences.

52. Journal Paper N. Sciaraffa, G. Borghini, P. Aricò, G. Di Flumeri, A. Colosimo and F. Babiloni (2017). Insight into ATCOs brain: Expertise Assessment by using Brain Connectivity , Italian Journal of Aerospace Medicine (IJASM).

53. Conference Paper Gianluca Borghini, Martina Ragosta, Pietro Aricò, Stefano Bonelli, Gianluca Di Flumeri, Nicolina Sciaraffa, Paola Tomasello, David Mancini, Alfredo Colosimo, Fabio Babiloni (2017). Development of Neurometrics for Selective Attention Evaluation in ATM. 7th SESAR Innovation Days (SIDs).

54. Conference Paper - Rosa De Piano, Ana Ferreira, Michela Terenzi, Simone Pozzi, Pietro Aricò, Gianluca Borghini, Gianluca Di Flumeri, Nicolina Sciaraffa, Fabio Babiloni, Matteo Marrucci, Viviana Betti, Enea Pavone, Salvatore Maria Aglioti, Christophe Hurter, Railane Benhacène, Charles Clercq, Maxime Reynal, Alexandru Telea and Han Kruiger (2017). Virtual Reality platform to assess air traffic controllers performance in Control Tower Operations. 23rd International Conference on Virtual Systems and Multimedia.

55. Conference Paper - Francesca De Crescenzio, Gianluca Di Flumeri, Oliver Ohneiser, Jan Kraemer, Bruno Berberian, Sara Bagassi, Nicolina Sciaraffa, Pietro Aricò, Gianluca Borghini and Fabio Babiloni (2017). Findings on how to Mitigate Negative Impacts of Monitoring High Levels of Automation. 7th SESAR Innovation Days (SIDs).

56. Journal Paper - G. Borghini, P. Aricò, G. Di Flumeri, A. Colosimo, M.T. Herrero Ezquerro, S. Salinari, A. Bezerianos, N.V. Thakor and F. Babiloni (2017). A New Perspective for the Training Assessment: Machine-Learning-Based Neurometric for Augmented User s Evaluation. Frontiers in Neural Technology, June 2017.

57. Book Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, and Fabio Babiloni. Industrial Neuroscience in Aviation: Evaluation of Mental States in Aviation Personnel. Springer, March 2017.

58. Journal Paper - Giulia Cartocci, Anton Giulio Maglione, Dario Rossi, Enrica Modica, Paolo Malerba, Gianluca Borghini, Gianluca Di Flumeri, Pietro Aricò and Fabio Babiloni (2017). Applications in cochlear implants and avionic: Examples of how neurometric measurements of the human perception could help the choice of appropriate human-machine interaction solutions beyond behavioral data. PsychNology Journal, June 2017.

59. Journal Paper - P. Aricò, G. Borghini, G. Di Flumeri, S. Bonelli, A. Golfetti, I. Graziani, S. Pozzi, J.P. Imbert, G. Granger, R. Benhacene, D. Schaefer, F. Babiloni (2017). Human Factors and Neurophysiological Metrics in Air Traffic Control: a Critical Review. IEEE Rev. Biomed. Eng., April 2017.

60. Journal Paper - P. Aricò, G. Borghini, G. Flumeri, N. Sciaraffa, A. Colosimo, and F. Babiloni (2017). Passive BCI in Operational Environments: Insights, Recent Advances and Future trends. IEEE Trans. Biomed. Eng., April 2017.

61. Journal Paper Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Giulia Cartocci, Alfredo Colosimo, Stefano Bonelli, Alessia Golfetti, Jean Paul Imbert, Géraud Granger, Railane Benhacene, Simone Pozzi, and Fabio Babiloni, EEG-Based Cognitive Control Behaviour Assessment: an Ecological Study with Professional Air Traffic Controllers , Nature Scientific Reports, March 2017.

62. Conference Paper - Nicolina Sciaraffa, Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Jlenia Toppi, Alfredo Colosimo, Anastasios Bezerianos, Nitish Thakor, Fabio Babiloni. How the Workload impacts on Cognitive Cooperation: a Pilot Study. Accepted to the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society of the IEEE Engineering in Medicine and Biology Society, February 2017.

63. Conference Paper Gianluca Di Flumeri, Pietro Aricò, Gianluca Borghini, Nicolina Sciaraffa, Anton Giulio Maglione, Dario Rossi, Enrica Modica, Maria Trinidad Herrero Exquerro, Alfredo Colosimo, Fabio Babiloni. EEG-based Approach-Withdrawal index for the pleasantness evaluation during taste experience in realistic settings. Accepted to the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society of the IEEE Engineering in Medicine and Biology Society, February, 2017.

64. Journal Paper - W Kong, Z Zhou, B Jiang, F Babiloni, and G Borghini. Assessment of driving fatigue based on intra/inter-region phase synchronization. Neurocomputing 219, 474-482. January 2017.

65. Journal Paper - Pietro Aricò, Gianluca Borghini, Gianluca Di Flumeri, Alfredo Colosimo, Stefano Bonelli, Alessia Golfetti, Simone Pozzi, Jean-Paul Imbert, Géraud Granger, Raïlane Benhacene, Fabio Babiloni. Adaptive automation triggered by EEG-based mental workload index: a passive brain-computer interface application in realistic air traffic control environment. Frontiers in Human Neuroscience, 2016.

66. Journal Paper G Vecchiato, G Borghini, P Aricò, I Graziani, AG Maglione, P Cherubino, F Babiloni. Investigation of the effect of EEG-BCI on the simultaneous execution of flight simulation and attentional tasks. Medical & biological engineering & computing 54 (10), 1503-1513.

67. Conference Paper Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Jean-Paul Imbert, Géraud Granger, Railane Benhacene, Stefano Bonelli, Simone Pozzi and Fabio Babiloni. Mental Workload Assessment As Taxonomic Tool For Neuroergonomics. 1st Neuroergonomics Conference, Paris, October 2016.

68. Conference Paper Anton Giulio Maglione, Giulia Cartocci, Dario Rossi, Enrica Modica, Paolo Malerba, Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri and Fabio Babiloni, Cochlear implant features and listening effort induction: measurement of the mental workload experienced during a word in noise recognition task, SAN2016 Meeting, July 2016.

69. Journal Paper - Gianluca Borghini, Pietro Aricò, Gianluca Di Flumeri, Simone Pozzi, Stefano Bonelli, Alessia Golfetti, Jean-Paul Imbert, Géraud Granger, Railene Benhacene, Alfredo Colosimo and Fabio Babiloni, Triggering of Adaptive Automation by ATCO s EEG-Based Workload Measurement, IJASM (Prize), 2016.

70. Book Chapter - Giulia Cartocci, Anton Giulio Maglione, Dario Rossi, Enrica Modica, Paolo Malerba, Gianluca Borghini, Gianluca Di Flumeri, Pietro Aricò and Fabio Babiloni, Neurometric measurements of the human perception could improve the choice of appropriate human machine interfaces: examples in avionic and cochlear devices , Symbiotic 2016, June 2016.

71. Journal Paper - G. Borghini, J. Toppi, L. Astolfi, M. Petti, E. He, V. De Giusti, B. He, F. Babiloni. Investigating Cooperative Behavior in Ecological Settings: An EEG Hyperscanning Study". PLoSONE, April 2016.

72. Conference Paper - G. Borghini, P. Aricò, G. Di Flumeri, Alfredo Colosimo, S. F. Storti, G. Menegaz, P. Fiorini, F. Babiloni. "Neurophysiological Measures for Users Training Objective Assessment During Simulated Robot-Assisted Laparoscopic Surgery". 38th Annual International Conference of the IEEE EMBC, 2016.

73. Conference Paper - G. Di Flumeri, P. Aricò, G. Borghini, A. Colosimo, F. Babiloni. "A new regression-based method for the eye blinks artifacts correction in the EEG signal, without using any EOG channel". 38th Annual International Conference of the IEEE EMBC, 2016.

74. Book Chapter P. Aricò, G. Borghini, G. Di Flumeri, A. Colosimo, S. Pozzi, F. Babiloni. A passive Brain-Computer Interface (p-BCI) application for the mental workload assessment on professional Air Traffic Controllers (ATCOs) during realistic ATC tasks. Progress in brain research (2016)

75. Book Chapter - Di Flumeri, G., Borghini, G., Aricò, P., Colosimo, A., Pozzi, S., Bonelli, S., Golfetti, A., Kong, W., & Babiloni, F. (2015) On the use of cognitive neurometric indexes in aeronautic and air traffic management environments. In Symbiotic Interaction (pp. 45-56). Springer International Publishing.

76. Patent - P. Aricò, G. Borghini, G. Di Flumeri and F. Babiloni. Metodo per stimare uno stato mentale, in particolare un carico di lavoro, e relativo apparato . Patent submitted, REF: P1108IT00.

77. Journal Paper - G. Borghini, P. Aricò, I. Graziani, Y. Sun, F. Taya, A. Bezerianos, N.V. Thakor and F. Babiloni, Quantitative assessment of the training improvement in a motor-cognitive task by using EEG, ECG and EOG signals . Published on Brain Topography Journal. January, 2015 (DOI: 0.1007/s10548-015-0425-7).

78. Journal Paper - G. Di Flumeri, G. Borghini, P. Aricò, S. Pozzi, S. Bonelli, A. Golfetti, A. Colosimo and F. Babiloni. Mental workload evaluation of ATCOs during ecological ATM scenarios. IJASM. In press. (Prize), 2015.

79. Journal Paper - W. Kong, W. Lin, F. Babiloni, S. Hu and G. Borghini. Investigating Drivers Fatigue versus Alert by Granger Causality Network". Physical Sensors - Sensors in New Road Vehicles, 2015.

80. Journal Paper - G. Borghini, G. Vecchiato, P. Aricò, I. Graziani, A.G. Maglione, P. Cherubino and F. Babiloni. Investigation on the effect of EEG-BCI on the simultaneous execution of flight simulation and attentional tasks . Accepted for publication on Journal of Neuroscience Methods, November 2015.

81. Journal Paper - P. Aricò, G. Borghini, I. Graziani, J.P. Imbert, G. Granger, R. Benhacene, S. Pozzi, L. Napoletano and F. Babiloni, ATCo: neurophysiological analysis of the training and of the workload . Journal of Aerospace Medicine. May 2014. In press. (Winner of the prize for the best research in the Italian ATM field).

82. Journal Paper - P. Aricò, G. Borghini, I. Graziani, F. Bianchini, F. Cincotti, F. Babiloni, A brain computer interface system for the online evaluation of ATCs workload . Italian Journal Of Aerospace Medicine. In press. Submitted in June, 2013.

83. Conference Paper - G. Borghini, P. Aricò, G. Di Flumeri, S. Salinari, A. Colosimo, S. Bonelli, L. Napoletano, A. Ferreira, and F. Babiloni. "Avionic Technology Testing By Using a Cognitive Neurometric Index: a Study with Professional Helicopter Pilots". 37th Annual International Conference of the IEEE EMBC, 2015.

84. Conference Paper - G. Borghini, P. Aricò, G. Di Flumeri, I. Graziani, A. Colosimo, S. Salinari, F. Babiloni, J.P. Imbert, G. Granger, R. Benhacene, A. Golfetti, S. Bonelli and S. Pozzi. Skill Rule and Knowledge based behaviors detection during realistic ATM simulations by means of ATCOs brain activity . Fifth SESAR Innovation Days, October 2015.

85. Conference Paper - F. Taya, Y. Sun, G. Borghini, P. Aricò, F. Babiloni, A. Bezerianos, N. Thakor. Training-induced changes in information transfer efficiency of the brain network: A functional connectome approach". 7th International IEEE EMBS Conference on Neural Engineering of the IEEE Engineering in Medicine and Biology Society, 2015.

86. Conference Paper - P. Aricò, G. Borghini, G. Di Flumeri, A. Colosimo, I. Graziani, J.P. Imbert, G. Granger, R. Benhacene, M. Terenzi, S. Pozzi and F. Babiloni. Reliability over time of EEG-based mental workload evaluation during Air Traffic Management (ATM) tasks". 37th Annual International Conference of the IEEE EMBC, 2015.

87. Conference Paper - Bezerianos, Y. Sun, Y. Chen, K.F. Wong, F. Taya, P. Aricò, G. Borghini, F. Babiloni and N. Thakor. "Cooperation driven coherence: brains working hard together". 37th Annual International Conference of the IEEE EMBC, 2015.

88. Conference Paper - Cartocci G, Maglione AG, Vecchiato G, Di Flumeri G, Colosimo A, Scorpecci A, Marsella P, Giannantonio S, Malerba P, Borghini G, Arico P, Babiloni F (2015). Mental workload estimations in unilateral deafened children. 37th Annual International Conference of the IEEE EMBC, 2015.

89. Conference Paper - G. Borghini, P. Aricò, F. Ferri, I. Graziani, S. Pozzi, L. Napoletano, J. P. Imbert, G. Granger, R. Benhacene, and F. Babiloni. A neurophysiological training evaluation metric for Air Traffic Management. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 2014.

90. Conference Paper - G. Borghini, P. Aricò, I. Graziani and Fabio Babiloni. "Training improvement assessment by EEG, ECG and EOG analysis ". IV Congresso Nazionale di Bioingegneria. Pavia, 25th -27th June, 2014.

91. Conference Paper - G. Borghini, F. Babiloni, W. Kong, G. Vecchiato and A. G. Maglione. Evaluation of the cerebral workload and drowsiness during car driving by using high resolution EEG activity and neurophysiologic indices. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 2014.

92. Conference Paper - P. Aricò, G. Borghini, I. Graziani, F. Taya, Y. Sun, A. Bezerianos, N. Thakor, F. Cincotti and F. Babiloni. Towards a multimodal bioelectrical framework for the online mental workload evaluation. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 2014.

93. Conference Paper - F. Babiloni, G. Vecchiato, A. G. Maglione, G. Borghini and P. Aricò. The great beauty: a neuroaesthetic study by neuroelectric imaging during the observation of the real Michelangelo s Moses sculpture. 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 2014.

94. Conference Paper - G. Borghini, P. Aricò, L. Astolfi, J. Toppi, F. Cincotti, D. Mattia, G. Vecchiato, A. G. Maglione and Fabio Babiloni. "Frontal EEG theta changes assess the training improvements of novices in flight simulation tasks". 35th Annual International IEEE EMBS Conference of the IEEE Engineering Medicine and Biology Society in Osaka, Japan, August, 2013.

95. Conference Paper - G. Borghini, P. Aricò, F. Babiloni, G. Granger, J-P. Imbert, R. Benhacene, L. Napoletano, S. Pozzi. NINA: Neurometrics Indacators for ATM. Third SESAR Innovation Days, Stockholm, Sweden, November, 2013.

96. Conference Paper - F. Babiloni, G. Borghini, D. Mattia, D. Picconi, I. Graziani, C. Patrizia, A. Trettel, F. Infarinato, G. Vecchiato, A. G. Maglione, "Neuroelectric Brain Imaging During a Real Visit of a Fine Arts Gallery: A Neuroaesthetic Study of XVII Century Dutch Painters". 35th Annual International IEEE EMBS Conference of the IEEE Engineering Medicine and Biology Society in Osaka, Japan, August, 2013.

97. Conference Paper - G. Borghini, G. Vecchiato, F. Babiloni, 2012. Brain computer interface performances during the execution of multiple tasks. World Congress on Medical Physics and Biomedical Engineering in Beijing, China from May 26 to 31, 2012.

98. Journal Paper G. Borghini, G. Vecchiato, V. Ponzo, G. Koch, R. Isabella, 2012. Improving flight simulation performance by using tDCS stimulation. International Journal of Bioelectromagnetism. Vol. 14 (2), pp. 108 114.

99. Journal Paper G. Borghini, L. Astolfi, G. Vecchiato, D. Mattia, F. Babiloni, 2012. Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness. Neuroscience and Biobehavioral Reviews. 2012 Oct 30. pii: S0149-7634(12)00170-4. doi: 10.1016/j.neubiorev.2012.10.003.

100. Journal Paper G. Borghini, R. Isabella, G. Vecchiato, J. Toppi, L. Astolfi, C. Caltagirone and F. Babiloni, 2012. A Flight history from a cognitive point of view: Novices versus Experts. Italian journal of aerospace medicine, 5: 34, pp. 34 47. (Prize for the best work in the Aerospace Medicine during the 2nd scientific prize I Guidoniani ).

101. Conference Paper G. Borghini, G. Vecchiato, A. Colosimo, D. Wei, A. G. Maglione, W. Kong, F. Babiloni and L. Astolfi, 2012. Assessment of Mental Fatigue During Car Driving by Using High Resolution EEG Activity and Neurophysiologic Indices. 34th Annual International IEEE EMBC Conference. Aug 28th Sept 1st, 2012.

102. Conference Paper - L. Astolfi, J. Toppi, G. Borghini, G. Vecchiato, E J. He, A. Roy, F. Cincotti, S. Salinari, D. Mattia B. He and F. Babiloni, 2012. Cortical Activity and Functional Hyperconnectivity by Simultaneous EEG Recordings from Interacting Couples of Professional Pilot. 34th Annual International IEEE EMBC Conference. Aug 28th Sept 1st, 2012.

103. Conference Paper - L. Astolfi, J. Toppi, G. Borghini, G. Vecchiato, R. Isabella, F. De Vico Fallani, F. Cincotti, S. Salinari, D. Mattia, B. He, C. Caltagirone and F. Babiloni, 2011. Study of the Functional Hyperconnectivity between Couples of Pilots during Flight Simulation: an EEG Hyperscanning Study. Conf Proc IEEE Eng Med Biol Soc. 2011. 2011:2338 - 2341.

104. Journal Paper - G. Borghini, 2011. Brainshield: HREEG study of perceived pilot mental workload. Italian journal of aerospace medicine. July 2011; 5.

105. Journal Paper - F. De Vico Fallani, J. Toppi, C. Di Lanzo, G. Vecchiato, L. Astolfi, G. Borghini, D. Mattia, F. Cincotti, and F. Babiloni, 2011. Redundancy in functional brain connectivity from EEG recordings . International Journal of Bifurcation and Chaos. 2012; 22, 1250158 (2012) [8 pages]. DOI: 10.1142/S0218127412501581.

106. Journal Paper - F. De Vico Fallani, L. da Fontoura Costa, F. Aparecido Rodriguez, L. Astolfi, G. vecchiato, J. Toppi, G. Borghini, F. Cincotti, D. Mattia, S. Salinari, R. Isabella, F. Babiloni, 2010. A graph theoretical approach in brain functional networks. Possible implications in EEG studies. Nonlinear Biomed Phys. Vol. 4 (Suppl 1); S8. Published online 2010 June 3. DOI: 10.1186/1753-4631-4-S1-S8.

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Gianluca Borghini