Publications
Publications by Dr. A. Corbetta
Submitted Papers
Journal Papers
2025
Discovering interaction mechanisms in crowds via deep generative surrogate experiments
- Sci. Rep. 15, 10385
2025
The Influence of Macroscopic Pedestrian Structures on Train Boarding Efficiency
- Transp. Res. Interdiscip. Persp. 29. 101319
2024
Enhancing lattice kinetic schemes for fluid dynamics with Lattice-Equivariant Neural Networks
- AIAA Journal, 1-16, 10.2514/1.J064453
2024
Stochastic fluctuations of diluted pedestrian dynamics along curved paths
- Phys. Rev. E. 109, 014605
2024
Extreme statistics and extreme events in dynamical models of turbulence
- Phys. Rev. E. 109 (5), 055106
2024
High-statistics pedestrian dynamics on stairways and their probabilistic fundamental diagrams
- Transp. Res. Part C Emerg. Technol. 159. 104468
2024
How crowd accidents are reported in the news media: Lexical and sentiment analysis
- Saf. Sci. 172. 106423
2024
System-Phenomenology: The empirical case for collectives in mediation theory
- Journal of Human-Technology Relations. 2. 1-22
2024
Investigating Sociophysical Attributes Underlying Train Boarding Efficiency and their Importance for nudging
- Saf. Sci. 177. 106568
2021
Managing Crowded Museums: Visitors Flow Measurement, Analysis, Modeling, and Optimization
- J. Comput. Sci. 101357
2020
Monitoring physical distancing for crowd management: real-time trajectory and group analysis
- PLoS ONE 15(10): e0240963
2019
New approaches to evacuation modelling for fire safety engineering applications
- Fire Saf. J. 106, 197-209
2019
Panic, irrationality, herding: Three ambiguous terms in evacuation dynamics research
- J. Adv. Transport., 9267643, 58pp
2018
Physics-based modeling and data representation of pairwise interactions among pedestrians
- Phys. Rev. E. 98, 062310
2017
Fluctuations around mean walking behaviours in diluted pedestrian flows
- Phys. Rev. E. 95, 032316
2017
Frame vs. trajectory analyses of pedestrian dynamics asymmetries in a staircase landing
- Collective Dynamics, 1, 1-26
2017
Uncertainties in crowd dynamic loading of footbridges: a novel multi-scale model of pedestrian traffic
- Eng. Struct. 147C, 545-566
2016
From individual behaviour to an evaluation of the collective evolution of crowds along footbridges
- J. Engrg. Math., 101(1):153-173
2016
Modelling framework for dynamic interaction between multiple pedestrians and vertical vibrations of footbridges
- J. Sound Vibrat. 379, 245-263
2016
Comparing first order microscopic and macroscopic crowd models for an increasing number of massive agents
- Adv. Math. Phys., 2016:6902086/1-17
2015
Parameter estimation of social forces in pedestrian dynamics models via a probabilistic method
- Math. Biosci. Eng., 12 (2), 337-356
Book Chapters
2024
Public-space sonification for pedestrian trajectory nudging
- Traffic and Granular Flow '22. Lecture Notes in Civil Engineering, vol 443. Springer
2024
A psychological approach to understading microscopic and macroscopic structures during train boarding
- Traffic and Granular Flow '22. Lecture Notes in Civil Engineering, vol 443. Springer
2022
How to balance individual and collective values after COVID-19? Ethical reflections on crowd management at Dutch train stations
- In: Dennis, M.J., Ishmaev, G., Umbrello, S., van den Hoven, J. (eds) Values for a Post-Pandemic Future. Philosophy of Engineering and Technology, vol 40. pp. 215-232. Springer.
2020
High-statistics modeling of complex pedestrian avoidance scenarios
- Crowd Dynamics (vol. 2), L. Gibelli Editor, Modeling and Simulation in Science, Engineering and Technology. Birkhäuser, Cham.
2019
Path-integral representation of diluted pedestrian dynamics
- in 'Complexity Science. An introduction'. 329-345. Eds. M. Peletier, R. Van Santen, E. Steur. World Scientific.
2016
Asymmetric pedestrian dynamics on a staircase landing from continuous measurements
- In W. Daamen & V.L. Knoop (Eds.), Traffic and Granular Flow '15 (pp. 49-56). Berlin: Springer
Conference Proceedings
2022
Benchmarking high-fidelity pedestrian tracking systems for research, real-time monitoring and crowd control
- Collective Dynamics. v. 6 p. 1-22
2022
Towards Sound-based Crowd Management: Investigating Sonification for Pedestrian Steering
- AM '22. Proceedings of the 17th International Audio Mostly Conference. p32-35.
2021
RSSi-based visitor tracking in museums via cascaded AI classifiers and coloured graph representations
- Collective Dynamics. v.6, p.1-17
2020
A large-scale real-life crowd steering experiment via arrow-like stimuli
- Pedestrian and Evacuation Dynamics 2018. Collective Dynamics, 5, 61-68
2020
Accurate pedestrian localization via height-augmented HOG
- Pedestrian and Evacuation Dynamics 2018. Collective Dynamics, 5, 33-40
2020
Forecasting visitors' behaviour in crowded museums
- Pedestrian and Evacuation Dynamics 2018. Collective Dynamics, 5, pp. 499-501
2019
Measurement and analysis of visitors’ trajectories in crowded museums
- 2019 IMEKO TC-4 International Conference on Metrology for Archaeology and Cultural Heritage
2019
StampNet: unsupervised multi-class object discovery
- IEEE International Conference on Image Processing (ICIP 2019), pp. 2951-2955
2017
Weakly supervised training of deep convolutional neural networks for overhead pedestrian localization in depth fields
- IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS 2017 - 2nd Workshop on Signal Processing for Understanding Crowd Dynamics)
2017
TurBase: a software platform for research in experimental and numerical fluid dynamics
- International Conference on High Performance Computing & Simulation (HPCS 2017 - 4th International Symposium on Big Data Principles, Architectures & Applications)
2017
Depth Driven People Counting Using Deep Region Proposal Network
- IEEE International Conference on Information and Automation (ICIA 2017)
2017
Modelling framework of pedestrian-footbridge interaction in vertical direction
- Procedia Engineering 199, 2901-2906. (10th International Conference on Structural Dynamics, EURODYN 2017)
2016
Continuous measurements of real-life bidirectional pedestrian flows on a wide walkway
- Proceedings of Pedestrian and Evacuation Dynamics 2016, 18-24 (Special Issue on Collective Dynamics)
2014
High statistics measurements of pedestrian dynamics
- Transportation Research Procedia, 2, 96-104
2014
Multiscale probabilistic evaluation of the footbridge crowding. Part 2: Crossing pedestrian position
- Proceedings of the 9th International Conference on Structural Dynamics, EURODYN 2014, 937-944
2014
Multiscale probabilistic evaluation of the footbridge crowding. Part 1: Incoming pedestrian density
- Proceedings of the 9th International Conference on Structural Dynamics, EURODYN 2014, 929-937
2014
Pedestrian-structure interaction in the vertical direction: coupled oscillator-force model for vibration serviceability assessment
- Proceedings of the 9th International Conference on Structural Dynamics, EURODYN 2014, 915-920
Others
2019
Quantifying the quality of pedestrian trajectory measurements: ProRail consultancy report
- Internal Report
2019
Empirical Research on Pedestrians' Behavior and Crowd Dynamics (Editorial)
- J. Adv. Transport., 3457370, 2p
2017
Overhead pedestrian tracking for large scale real-life crowd dynamics analyses
- New approaches to evacuation modelling, Lund University Fire Safety Engineering Report, 40-51, E. Ronchi editor (as part of the 12th International Symposium on Fire Safety Science - invited panelist contribution)
2013
Oxygen transport and consumption in germinating seeds
- 90th European Study Group Mathematics with Industry, SWI 2013, At Leiden, Volume: Proceedings of the 90th European Study Group Mathematics with Industry, pp. 5-30
Datasets
2024
Data-driven physics-based modeling of pedestrian dynamics - dataset: Pedestrian trajectories at Eindhoven train station
- Zenodo
2017
Crowdflow – diluted pedestrian dynamics in the Metaforum building of Eindhoven University of Technology
- 4TU.Centre for Research Data
Theses
2016
Multiscale crowd dynamics: physical analysis, modeling and applications
- Ph.D. Thesis, Eindhoven University of Technology
2011
A general purpose object oriented particle-in-cell code with applications to FRC and Tokamak
- Msc. Thesis, Polytechnic University of Turin, Los Alamos National Lab.
2009
An introduction to the Hamiltonian and Lagrangian formulation of classical mechanics
- Bsc. Thesis, Polytechnic University of Turin (in Italian)
Invited talks
2025
The active flow of pedestrian crowds.
- The active flow of pedestrian crowds (Invited master lecture on physics of complex systems). Utrecht U. January.
2025
TBD
- Population Dynamics: From Data to Models - Keynote speaker. Inria, Nice, France. March
2024
Understanding and modeling the flow of human crowds
- Understanding and modeling the flow of human crowds. EAISI Colloquium. TU/Eindhoven. January
2024
Machine learning turbulent cascades: inference and closure
- Machine learning turbulent cascades: inference and closure. Differential Equations for Data Science 2024 (DEDS2024), Kanazawa, Japan (online). February
2024
Machine Learning for Turbulence
- Machine Learning for Turbulence. CISM-JMBC joint advanced school on Fluids and Flows. CISM Udine. Italy. April
2024
Understanding pedestrian physics: from large-scale measurements to generative AI
- Franco-German Interdisciplinary Workshop on Pedestrian Dynamics and Urban Mobility - Keynote speaker. Wuppertal. Germany. June
2024
TBD
- Seminar Series on the Mathematics of Data Science. Twente. October
2023
A crowd science and More
- Let Science talk - opening speech. United World College Maastrich (popular science/educational event)
2023
Machine Learning Turbulent Cascades: inference and closure
- Tokamak Disruption Simulation Center. Machine Learning Turbulent Cascades: inference and closure
2023
Machine Learning Turbulent Cascades: inference and closure
- CNLS Seminar (Center for Nonlinear Studies, Los Alamos National Laboratory). Machine Learning Turbulent Cascades: inference and closure
2022
Active flow of pedestrian crowds: from large-scale measurements to variational modeling.
- Colloquium of the Physics Institute of the Universidad Nacional Autónoma de México. March
2022
Fluctuations in Pedestrian Dynamics routing choices
- Lorentz Center workshop "Self-Organization under Confinement". February
2022
How do we walk in crowds? A brief journey from crowd physics to smart environments
- Public lecture Rijksmueum Boerhaave 'How do we walk in crowds? A brief journey from crowd physics to smart environments'. Leiden, NL. February.
2022
TBA
- Invited lecture, Bentley Systems London. November
2022
TBA
- Git up the research environment. Open Science Workshop TU/e APSE. November
2022
TBA
- Invited seminar, AMOLF Amsterdam. November
2022
TBA
- Git up the research environment. OSCE. Open Science Community Eindhoven
2022
Machine Learning Flowing Systems
- Physics Department Colloquium 'Machine Learning Flowing Systems'. TU/Eindhoven, NL.
2022
How do people go with the flow?
- How do people go with the flow? Universiteit van Nederland, public lecture.
2021
Active flow of pedestrian crowds: from large-scale measurements to variational modeling
- Journ\'ees de la Mati\`ere Condens\'ee - Keynote speaker. Symposium: "Human mobility through the lens of Physics". August
2021
Active flow of pedestrian crowds: from large-scale measurements to variational modeling
- 27th Symposium on Traffic Flow and Self-Driven Particle Systems. Japanese Traffic Flow Mathematics Study Group (Online/Nagoya JP). December
2019
Active flow of low-density pedestrian crowds
- ICTP. International Center for Theoretical Physics, Trieste. Quantitative Life Science Invited seminar. May
2019
Deep learning of turbulence velocity signals
- JMBC contact group Turbulence - Colloquium day. April
2019
High-statistics measurements of pedestrian dynamics, modeling and control
- International Conference in Industrial and Applied Mathematics (ICIAM19) - Symposium: "Modeling and calibration in pedestrian dynamics". July
2019
Learning turbulence from deep learning
- California State University Long Beach - Mathematics Colloquium. November
2018
Illumination-driven crowd management
- Intelligent Lighting Institute TU/e. Event: "Lighting Metropolis visits Eindhoven". Invited seminar. April
2018
High statistics measurements of pedestrian dynamics and modeling
- Tehran University, Department of Physics, Invited seminar. May
2017
High statistics measurements of pedestrian dynamics and modeling
- 12th International Symposium on Fire Safety Science. Invited panelist talk at "New approaches to evacuation modeling". June
2017
High statistics measurements of pedestrian dynamics and modeling
- Juelich Forschungszentrum. Invited seminar. February
Selected Conference Posters
2018
Forecasting visitors' behaviour in crowded museums - a case study: the Galleria Borghese in Rome
- Pedestrian and Evacuation Dynamics 2018
2017
Moving Light: can light steer a crowd?
- ILIAD Intelligent Lighting Institute TU/e outreach event 2017 (winner of 2nd best poster)
2017
The role of fluctuations and interactions in pedestrian dynamics
- Physics@Veldhoven, Veldhoven 17-18/01
2017
Improving Measurements of Pedestrian Dynamics using Deep Neural Networks
- Traffic and Granular Flow 17, Washington DC
2011
LAPS parallel data and communication for particle method
- APS, Division of Plasma Physics, Salt Lake City, 15/11
Popular Science Articles
2018
Moving light: understanding and steering the flow of pedestrian crowds
- ILI Spring Magazine 2018 (Intelligent Lighting Institute TU/e magazine)
2016
INFLUX: a GLOW installation and large scale naturalistic experiment
- ILI GLOW Magazine 2016 (Intelligent Lighting Institute TU/e magazine)