Air Transport as Information and Computation

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Markov-modulated model for landing flow dynamics: An ordinal analysis validation

Author(s): F. Olivares, L. Zunino, M. Zanin
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 33, 2024, Page(s) 033142, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0134848

Deep Learning Unravels Differences Between Kinematic and Kinetics Gait Cycle Time Series from Two Control Samples of Healthy Children Assessed into Two Different Gait Laboratories

Author(s): Alfonso De Gorostegui Álvarez de Miranda, Damien Kiernan, Juan-Andrés Martín-Gonzalo, Javier López-López, Irene Pulido-Valdeolivas, Estrella Rausell, Massimiliano Zanin, David Gómez-Andrés
Published in: Sensors, Issue 25 (1), 2025, Page(s) 110, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.20944/preprints202411.2375.v1

Leveraging network analysis to evaluate biomedical named entity recognition tools

Author(s): Eduardo P. García del Valle, Gerardo Lagunes García, Lucía Prieto Santamaría, Massimiliano Zanin, Ernestina Menasalvas Ruiz, Alejandro Rodríguez-González
Published in: Scientific Reports, Issue 11/1, 2021, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-021-93018-w

The AIMe registry for artificial intelligence in biomedical research

Author(s): Julian Matschinske, Nicolas Alcaraz, Arriel Benis, Martin Golebiewski, Dominik G. Grimm, Lukas Heumos, Tim Kacprowski, Olga Lazareva, Markus List, Zakaria Louadi, Josch K. Pauling, Nico Pfeifer, Richard Röttger, Veit Schwämmle, Gregor Sturm, Alberto Traverso, Kristel Van Steen, Martiela Vaz de Freitas, Gerda Cristal Villalba Silva, Leonard Wee, Nina K. Wenke, Massimiliano Zanin, Olga Zolotareva,
Published in: Nature Methods, Issue 18/10, 2021, Page(s) 1128-1131, ISSN 1548-7091
Publisher: Nature Publishing Group
DOI: 10.1038/s41592-021-01241-0

Mitochondria interaction networks show altered topological patterns in Parkinson’s disease

Author(s): Massimiliano Zanin, Bruno F. R. Santos, Paul M. A. Antony, Clara Berenguer-Escuder, Simone B. Larsen, Zoé Hanss, Peter A. Barbuti, Aidos S. Baumuratov, Dajana Grossmann, Christophe M. Capelle, Joseph Weber, Rudi Balling, Markus Ollert, Rejko Krüger, Nico J. Diederich, Feng Q. He
Published in: npj Systems Biology and Applications, Issue 6/1, 2020, ISSN 2056-7189
Publisher: Springer Nature Limited
DOI: 10.1038/s41540-020-00156-4

SynthATDelays: A Minimalist Python Package for the Generation of Synthetic Air Transport Delay Data

Author(s): Carlson Moses Büth, Massimiliano Zanin
Published in: Aerospace, Issue 12, 2025, Page(s) 900, ISSN 2226-4310
Publisher: MDPI AG
DOI: 10.3390/aerospace12100900

Can Deep Learning Distinguish Chaos from Noise? Numerical Experiments and General Considerations

Author(s): Massimiliano Zanin
Published in: Communications in Nonlinear Science and Numerical Simulation, Issue 10075704, 2022, Page(s) 106708, ISSN 1007-5704
Publisher: Elsevier BV
DOI: 10.2139/ssrn.4039994

Ordinal patterns-based methodologies for distinguishing chaos from noise in discrete time series

Author(s): Massimiliano Zanin, Felipe Olivares
Published in: Communications Physics, Issue 4/1, 2021, ISSN 2399-3650
Publisher: Springer Nature
DOI: 10.1038/s42005-021-00696-z

A Fast Transform for Brain Connectivity Difference Evaluation

Author(s): Massimiliano Zanin, Ilinka Ivanoska, Bahar Güntekin, Görsev Yener, Tatjana Loncar-Turukalo, Niksa Jakovljevic, Olivera Sveljo, David Papo
Published in: Neuroinformatics, 2021, ISSN 1539-2791
Publisher: Humana Press, Inc.
DOI: 10.1007/s12021-021-09518-7

Assessing Airport Landing Efficiency Through Large-Scale Flight Data Analysis

Author(s): Massimiliano Zanin
Published in: IEEE Access, Issue 8, 2020, Page(s) 170519-170528, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.3022160

Low Cost Carriers Induce Specific and Identifiable Delay Propagation Patterns: An Analysis of the EU and US Systems

Author(s): Sofia Gil-Rodrigo, Massimiliano Zanin
Published in: IEEE Access, Issue 12, 2024, Page(s) 75323-75336, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3406392

Manipulating Time Series Irreversibility Through Continuous Ordinal Patterns

Author(s): Massimiliano Zanin
Published in: Symmetry, Issue 16, 2025, Page(s) 1696, ISSN 2073-8994
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/sym16121696

On the limits of the intervention on complex systems guided by functional networks

Author(s): Massimiliano Zanin
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-025-08933-z

Travel restrictions during pandemics: A useful strategy?

Author(s): Massimiliano Zanin, David Papo
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 30/11, 2020, Page(s) 111103, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0028091

Augmenting Granger Causality through continuous ordinal patterns

Author(s): Massimiliano Zanin
Published in: Communications in Nonlinear Science and Numerical Simulation, Issue 128, 2024, Page(s) 107606, ISSN 1007-5704
Publisher: Elsevier BV
DOI: 10.1016/j.cnsns.2023.107606

Local and Network-Wide Time Scales of Delay Propagation in Air Transport: A Granger Causality Approach

Author(s): Luisina Pastorino, Massimiliano Zanin
Published in: Aerospace, Issue 10 (1), 2023, Page(s) 36, ISSN 2226-4310
Publisher: MDPI
DOI: 10.3390/aerospace10010036

Characterization and Prediction of Air Transport Delays in China

Author(s): Massimiliano Zanin, Yanbo Zhu, Ran Yan, Peiji Dong, Xiaoqian Sun, Sebastian Wandelt
Published in: Applied Sciences, Issue 10/18, 2020, Page(s) 6165, ISSN 2076-3417
Publisher: Multidisciplinary Digital Publishing Institute
DOI: 10.3390/app10186165

Trends in Incidence and Transmission Patterns of COVID-19 in Valencia, Spain

Author(s): Carolina Romero García, Adina Iftimi, Álvaro Briz-Redón, Massimiliano Zanin, Maria Otero, Mayte Ballester, José de Andrés, Giovanni Landoni, Dolores de las Marinas, Juan Carlos Catalá Bauset, Jesus Mandingorra, José Conca, Juan Correcher, Carolina Ferrer, Manuel Lozano
Published in: JAMA Network Open, Issue 4/6, 2021, Page(s) e2113818, ISSN 2574-3805
Publisher: American Medical Association
DOI: 10.1001/jamanetworkopen.2021.13818

Assessing Granger Causality on Irregular Missing and Extreme Data

Author(s): Massimiliano Zanin
Published in: IEEE Access, Issue 9, 2021, Page(s) 75362-75374, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3082014

Directs in European air traffic management: When and why are they actually granted?

Author(s): Pau Esteve, Massimiliano Zanin
Published in: Journal of Air Transport Management, Issue 125, 2025, Page(s) 102766, ISSN 0969-6997
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.jairtraman.2025.102766

Identifiability of complex networks

Author(s): M. Zanin, J. M. Buldú
Published in: Frontiers in Physics, Issue 11, 2023, ISSN 2296-424X
Publisher: Frontiers Media S.A.
DOI: 10.3389/fphy.2023.1290647

Analyzing international events through the lens of statistical physics: The case of Ukraine

Author(s): Massimiliano Zanin; Johann H. Martínez
Published in: Chaos, Issue 10541500, 2022, Page(s) 051103, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0091628

On the complementarity of ordinal patterns-based entropy and time asymmetry metrics

Author(s): Johann H. Martínez, José J. Ramasco, Massimiliano Zanin
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 33, 2023, Page(s) 033138, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0136471

Information decomposition of airport dynamics: A study of Europe and US

Author(s): Kishor Acharya, Massimiliano Zanin
Published in: Transportation Research Interdisciplinary Perspectives, Issue 31, 2025, Page(s) 101466, ISSN 2590-1982
Publisher: Elsevier BV
DOI: 10.1016/j.trip.2025.101466

Air delay propagation patterns in Europe from 2015 to 2018: an information processing perspective

Author(s): Massimiliano Zanin; Luisina Pastorino
Published in: Journal of Physics: Complexity, Issue 3, 2021, ISSN 2632-072X
Publisher: IOP Publishing
DOI: 10.1088/2632-072x/ac4003

Propagation of Interactions among Aircraft Trajectories: A Complex Network Approach

Author(s): Raúl López-Martín, Massimiliano Zanin
Published in: Aerospace, Issue 10 (3), 2023, Page(s) 213, ISSN 2226-4310
Publisher: MDPI
DOI: 10.3390/aerospace10030213

Gait analysis under the lens of statistical physics

Author(s): Massimiliano Zanin; Felipe Olivares; Irene Pulido-Valdeolivas; Estrella Rausell; David Gomez-Andres
Published in: Computational and Structural Biotechnology Journal, Issue 20010370, 2022, Page(s) 3257-3267, ISSN 2001-0370
Publisher: Elsevier
DOI: 10.1016/j.csbj.2022.06.022

Assessing Identifiability in Airport Delay Propagation Roles Through Deep Learning Classification

Author(s): Ilinka Ivanoska; Luisina Pastorino; Massimiliano Zanin
Published in: IEEE Access, Issue 10, 2022, Page(s) 28520 - 28534, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3158313

Understanding small-scale COVID-19 transmission dynamics with the Granger causality test

Author(s): Carolina Romero García, Álvaro Briz-Redón, Adina Iftimi, Manuel Lozano, José De Andrés, Giovanni Landoni, Massimiliano Zanin
Published in: Archives of Environmental & Occupational Health, 2023, ISSN 1933-8244
Publisher: Heldref Publications
DOI: 10.1080/19338244.2023.2167799

Statistical and Machine Learning Link Selection Methods for Brain Functional Networks: Review and Comparison

Author(s): Ilinka Ivanoska, Kire Trivodaliev, Slobodan Kalajdziski, Massimiliano Zanin
Published in: Brain Sciences, Issue 11/6, 2021, Page(s) 735, ISSN 2076-3425
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/brainsci11060735

Assessing functional propagation patterns in COVID-19

Author(s): Massimiliano Zanin, David Papo
Published in: Chaos, Solitons & Fractals, Issue 138, 2020, Page(s) 109993, ISSN 0960-0779
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.chaos.2020.109993

Evaluating Time Irreversibility Tests Using Geometric Brownian Motions with Stochastic Resetting

Author(s): Massimiliano Zanin, Pece Trajanovski, Petar Jolakoski, Trifce Sandev, Ljupco Kocarev
Published in: Symmetry, Issue 16, 2025, Page(s) 1445, ISSN 2073-8994
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/sym16111445

Deep learning in systems medicine

Author(s): Haiying Wang, Estelle Pujos-Guillot, Blandine Comte, Joao Luis de Miranda, Vojtech Spiwok, Ivan Chorbev, Filippo Castiglione, Paolo Tieri, Steven Watterson, Roisin McAllister, Tiago de Melo Malaquias, Massimiliano Zanin, Taranjit Singh Rai, Huiru Zheng
Published in: Briefings in Bioinformatics, Issue 22/2, 2020, Page(s) 1543-1559, ISSN 1467-5463
Publisher: Oxford University Press
DOI: 10.1093/bib/bbaa237

A minimal model of hospital patients’ dynamics in COVID-19

Author(s): David Papo, Marco Righetti, Luciano Fadiga, Fabio Biscarini, Massimiliano Zanin
Published in: Chaos, Solitons & Fractals, Issue 140, 2020, Page(s) 110157, ISSN 0960-0779
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.chaos.2020.110157

Algorithmic Approaches for Assessing Irreversibility in Time Series: Review and Comparison.

Author(s): Massimiliano Zanin; David Papo
Published in: Entropy, Issue 23, 2021, Page(s) 1474, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23111474

Measuring landing independence and interactions using statistical physics

Author(s): Felipe Olivares, Xiaoqian Sun, Sebastian Wandelt, Massimiliano Zanin
Published in: Transportation Research Part E: Logistics and Transportation Review, Issue 170, 2023, Page(s) 102998, ISSN 1366-5545
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.tre.2022.102998

Deep Learning models for the analysis of time series: A practical introduction for the statistical physics practitioner

Author(s): Alfredo Crespo-Otero, Pau Esteve, Massimiliano Zanin
Published in: Chaos, Solitons & Fractals, Issue 187, 2024, Page(s) 115359, ISSN 0960-0779
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.chaos.2024.115359

Uncertainty in Functional Network Representations of Brain Activity of Alcoholic Patients

Author(s): Massimiliano Zanin, Seddik Belkoura, Javier Gomez, César Alfaro, Javier Cano
Published in: Brain Topography, Issue 34/1, 2021, Page(s) 6-18, ISSN 0896-0267
Publisher: Kluwer Academic/Plenum Publishers
DOI: 10.1007/s10548-020-00799-w

Entropy, Irreversibility, and Time-Series Deep Learning of Kinematic and Kinetic Data for Gait Classification in Children with Cerebral Palsy, Idiopathic Toe Walking, and Hereditary Spastic Paraplegia

Author(s): Alfonso de Gorostegui, Massimiliano Zanin, Juan-Andrés Martín-Gonzalo, Javier López-López, David Gómez-Andrés, Damien Kiernan, Estrella Rausell
Published in: Sensors, Issue 25, 2025, Page(s) 4235, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s25134235

Corrupted bifractal features in finite uncorrelated power-law distributed data

Author(s): Felipe Olivares; Massimiliano Zanin
Published in: Physica A, Issue 03784371, 2022, Page(s) 127828, ISSN 0378-4371
Publisher: Elsevier BV
DOI: 10.1016/j.physa.2022.127828

Simplifying functional network representation and interpretation through causality clustering

Author(s): Massimiliano Zanin
Published in: Scientific Reports, Issue 11/1, 2021, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-021-94797-y

An overview of network structures and node importance in the global aviation system from the year 2011 to 2022

Author(s): Massimiliano Zanin, Sebastian Wandelt
Published in: Journal of the Air Transport Research Society, Issue 1, 2024, Page(s) 63-80, ISSN 2941-198X
Publisher: Elsevier
DOI: 10.59521/5e2ddec9fad4593b

Quantifying Deviations from Gaussianity with Application to Flight Delay Distributions

Author(s): Felipe Olivares, Massimiliano Zanin
Published in: Entropy, Issue 27, 2025, Page(s) 354, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e27040354

20 years of ordinal patterns: Perspectives and challenges

Author(s): Inmaculada Leyva; Johann H. Martínez; Cristina Masoller; Osvaldo A. Rosso; Massimiliano Zanin
Published in: Europhysics Letters, Issue 02955075, 2022, ISSN 0295-5075
Publisher: EDP Sciences
DOI: 10.1209/0295-5075/ac6a72

DisMaNET: A network-based tool to cross map disease vocabularies

Author(s): Eduardo P. García del Valle, Gerardo Lagunes García, Lucía Prieto Santamaría, Massimiliano Zanin, Ernestina Menasalvas Ruiz, Alejandro Rodríguez-González
Published in: Computer Methods and Programs in Biomedicine, Issue 207, 2021, Page(s) 106233, ISSN 0169-2607
Publisher: Elsevier BV
DOI: 10.1016/j.cmpb.2021.106233

Continuous ordinal patterns: Creating a bridge between ordinal analysis and deep learning

Author(s): Massimiliano Zanin
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 33, 2023, Page(s) 033114, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0136492

Evaluating Methods for Detrending Time Series Using Ordinal Patterns, with an Application to Air Transport Delays

Author(s): Felipe Olivares, F. Javier Marín-Rodríguez, Kishor Acharya, Massimiliano Zanin
Published in: Entropy, Issue 27, 2025, Page(s) 230, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e27030230

Telling functional networks apart using ranked network features stability

Author(s): Massimiliano Zanin; Bahar Güntekin; Tuba Aktürk; Ebru Yıldırım; Görsev Yener; Ilayda Kiyi; Duygu Hünerli-Gündüz; Henrique Sequeira; David Papo
Published in: Scientific Reports, Issue 12, 2022, Page(s) 2562, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-022-06497-w

Classifying diseases by using biological features to identify potential nosological models.

Author(s): Lucía Prieto Santamaría; Eduardo P. García del Valle; Massimiliano Zanin; Gandhi Samuel Hernández Chan; Yuliana Pérez Gallardo; Alejandro Rodríguez-González
Published in: Scientific Reports, Vol 11, Iss 1, Pp 1-16 (2021), Issue 1, 2021, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-021-00554-6

Principles and open questions in functional brain network reconstruction

Author(s): Onerva Korhonen, Massimiliano Zanin, David Papo
Published in: Human Brain Mapping, Issue 42/11, 2021, Page(s) 3680-3711, ISSN 1065-9471
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/hbm.25462

Randomized phase II clinical trial of ruxolitinib plus simvastatin in COVID19 clinical outcome and cytokine evolution

Author(s): Jesus Garcia-Donas, Diego Martínez-Urbistondo, Kyra Velázquez Kennedy, Paula Villares, Arántzazu Barquin, Andrea Dominguez, Juan Francisco Rodriguez-Moreno, Elena Caro, Rafael Suarez del Villar, Estanislao Nistal-Villan, Monica Yagüe, Maria Ortiz, Maria Barba, Sergio Ruiz-Llorente, Miguel Quiralte, Massimiliano Zanin, Cristina Rodríguez, Paloma Navarro, Pedro Berraondo, Rodrigo Madurga
Published in: Frontiers in Immunology, Issue 14, 2023, ISSN 1664-3224
Publisher: Frontiers Media S.A.
DOI: 10.3389/fimmu.2023.1156603

Assessing time series irreversibility through micro-scale trends

Author(s): Massimiliano Zanin
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 31, 2021, Page(s) 103118, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0067342

infomeasure: a comprehensive Python package for information theory measures and estimators

Author(s): Carlson Moses Büth, Kishor Acharya, Massimiliano Zanin
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-025-14053-5

Structure, resilience and evolution of the European Air Route Network from 2015 to 2018

Author(s): Pau Esteve, Jose Javier Ramasco, Massimiliano Zanin
Published in: IEEE Transactions on Network Science and Engineering, 2023, ISSN 2327-4697
Publisher: IEEE Computer Society
DOI: 10.1109/tnse.2023.3239300

Reconstructing brain functional networks through identifiability and deep learning

Author(s): Massimiliano Zanin, Tuba Aktürk, Ebru Yıldırım, Deniz Yerlikaya, Görsev Yener, Bahar Güntekin
Published in: Network Neuroscience, Issue 8, 2024, Page(s) 241-259, ISSN 2472-1751
Publisher: The MIT Press
DOI: 10.1162/netn_a_00353

Status quo and challenges in air transport management research

Author(s): Sebastian Wandelt, Constantinos Antoniou, Sebastian Birolini, Daniel Delahaye, Martin Dresner, Xiaowen Fu, Stefan Gössling, Seock-Jin Hong, Amedeo R. Odoni, Massimiliano Zanin, Anming Zhang, Hui Zhang, Yahua Zhang, Xiaoqian Sun
Published in: Journal of the Air Transport Research Society, Issue 2, 2024, Page(s) 100014, ISSN 2941-198X
Publisher: Elsevier
DOI: 10.1016/j.jatrs.2024.100014

Reconstructing functional networks of air transport delay propagations with minimal information

Author(s): Massimiliano Zanin
Published in: Physica A: Statistical Mechanics and its Applications, Issue 659, 2025, Page(s) 130318, ISSN 0378-4371
Publisher: Elsevier BV
DOI: 10.1016/j.physa.2024.130318

How representative are air transport functional complex networks? A quantitative validation

Author(s): Kishor Acharya, Felipe Olivares, Massimiliano Zanin
Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science, Issue 34, 2024, Page(s) 043133, ISSN 1054-1500
Publisher: American Institute of Physics
DOI: 10.1063/5.0189642

Algorithmic Approaches for Assessing Multiscale Irreversibility in Time Series: Review and Comparison

Author(s): Massimiliano Zanin, David Papo
Published in: Entropy, Issue 27, 2025, Page(s) 126, ISSN 1099-4300
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e27020126

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