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  Soufiane Mrini, Anne Sergent, Francesca Chillà, Julien Salort, Didier Lucor. Addressing turbulent convection experimental data challenges in PINNs with appropriate physical sampling. Joint event Euromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics, Apr 2025, London, United Kingdom. ⟨hal-04924450⟩
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  Marie-Christine Volk, Didier Lucor, Anne Sergent, Michael Mommert, Christian Bauer, et al.. A PINN Methodology for Temperature Field Inference in the PIV Measurement Plane: Case of Rayleigh-Bénard Convection. Joint event Euromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics, Apr 2025, London, United Kingdom. ⟨hal-04924426⟩
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  Jai Kumar, Anne Sergent, Francesca Chillà, Julien Salort, Didier Lucor. Bridging Experimental shadowgraphs and DNS in Turbulent Convection Using physically-informed U-Net. Joint event Euromech Colloquium on Data-Driven Fluid Dynamics/2nd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics, Apr 2025, London, United Kingdom. ⟨hal-04924440⟩
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  Thibault Monsel, Emmanuel Menier, Lionel Mathelin, Onofrio Semeraro, Guillaume Charpiat. Neural DDEs with Learnable Delays for Partially Observed Dynamical Systems. 2024. ⟨hal-04715748⟩
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  Thibault Monsel, Onofrio Semeraro, Lionel Mathelin, Guillaume Charpiat. Time and State Dependent Neural Delay Differential Equations. ML-DE@ECAI 2024 : Machine Learning Meets Differential Equations: From Theory to Applications, Sep 2024, Santiago de compostela, Galicia, Spain. ⟨hal-04794800⟩
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  Anne Sergent, Soufiane Mrini, Elian Bernard, Didier Lucor. Lagrangian Measurements and Physics-Informed Neural Network for Rayleigh-Bénard Flow Reconstruction. 26th International Congress of Theoretical and Applied Mechanics (ICTAM2024), Aug 2024, Daegu, South Korea. ⟨hal-04924332⟩
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  Grégory Bana, Fabrice Lamadie, Sophie Charton, Tojonirina Randriamanantena, Didier Lucor, et al.. BYG-drop: a tool for enhanced droplet detection in liquid–liquid systems through machine learning and synthetic imaging. Frontiers in Chemical Engineering, 2024, 6, pp.1415453. ⟨10.3389/fceng.2024.1415453⟩. ⟨hal-04676144⟩
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  Nemo Malhomme, Bérengère Podvin, Davide Faranda, Lionel Mathelin. Evaluation of atmospheric circulation of CMIP6 models for extreme temperature events using Latent Dirichlet Allocation. 2024. ⟨hal-04484617v2⟩
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  Mattias Brynjell-Rahkola, Yohann Duguet, Thomas Boeck. Chaotic edge regimes in magnetohydrodynamic channel flow: An alternative path towards the tipping point. Physical Review Research, 2024, 6 (3), pp.033066. ⟨10.1103/PhysRevResearch.6.033066⟩. ⟨hal-04795955⟩
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  Lyse Brichet, Nathan Carbonneau, Elian Bernard, Romane Braun, Lucas Méthivier, et al.. Universal scaling laws in turbulent Rayleigh-Bénard convection with and without roughness. 2024. ⟨hal-04434081v2⟩
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  Yohann Duguet. Puffing along. Nature Physics, 2024, 20 (8), pp.1227-1227. ⟨10.1038/s41567-024-02565-2⟩. ⟨hal-04795934⟩
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  Thomas Boeck, Mattias Brynjell-Rahkola, Yohann Duguet. Energy stability of magnetohydrodynamic flow in channels and ducts. Journal of Fluid Mechanics, 2024, 987, pp.A33. ⟨10.1017/jfm.2024.393⟩. ⟨hal-04795942⟩
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  Gauthier Leclercq, François Lusseyran, Guillaume Dufour, Jean-Maxime Orlac'H. Étude expérimentale et numérique de l'effet thermique d'une décharge à barrière diélectrique. Journées scientifiques 2024 d'URSI-France, Mar 2024, Paris, France. pp.92-95. ⟨hal-04573776⟩
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  Kevin Bouaou, Thomas Dietenbeck, Gilles Soulat, Ioannis Bargiotas, Sophia Houriez--Gombaud- Saintonge, et al.. 4D flow MRI aortic cross-sectional pressure changes and their associations with flow patterns in health and aneurysm. Journal of Cardiovascular Magnetic Resonance, 2024, 26, pp.101030. ⟨10.1016/j.jocmr.2024.101030⟩. ⟨hal-04479210⟩
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  Edgar Jaber, Vincent Blot, Nicolas Brunel, Vincent Chabridon, Emmanuel Remy, et al.. Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees. 2024. ⟨hal-04389163⟩
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  Vincent Chabridon, Edgar Jaber, Emmanuel Remy, Michaël Baudin, Didier Lucor, et al.. Sensitivity Analyses of a Multi-Physics Long-Term Clogging Model For Steam Generators. International Journal for Uncertainty Quantification, 2024, 15 (1), pp. 27-45. ⟨10.1615/Int.J.UncertaintyQuantification.2024051489⟩. ⟨hal-04381960v2⟩
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  Roger Ballester Claret, Ludovic Coelho, Christian Fagiano, Cédric Julien, Didier Lucor, et al.. Reliability based optimisation of composite plates under aeroelastic constraints via adapted surrogate modelling and genetic algorithms. Composite Structures, 2024, 347, pp.118461. ⟨10.1016/j.compstruct.2024.118461⟩. ⟨hal-04671263⟩
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  Rahul Sundar, Didier Lucor, Sunetra Sarkar. Understanding the training of PINNs for unsteady flow past a plunging foil through the lens of input subdomain level loss function gradients. 10th International and 50th National Conference on Fluid Mechanics and Fluid Power (FMFP), Dec 2023, Jodhpur, France. ⟨hal-04463178⟩
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  Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro. Enhancing Data-Assimilation in CFD using Graph Neural Networks. 37th Conference on Neural Information Processing Systems (Neurips 2023), Dec 2023, La Nouvelle Orléans (LA), United States. ⟨hal-04319697⟩
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  Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro. Enhancing Data-Assimilation in CFD using Graph Neural Networks. 37th Conference on Neural Information Processing Systems (Neurips 2023), Dec 2023, New Orleans (LA), United States. ⟨hal-04407779⟩
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  Stéphane Février. Prediction of aircraft vibration environment using machine learning. Vibrations [physics.class-ph]. Université Paris-Saclay, 2023. English. ⟨NNT : 2023UPAST181⟩. ⟨tel-04446590⟩
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  Alexandros Ens Alexakis, Sergio Chibbaro, Guillaume Michel. Fluctuation relations at large scales in three-dimensional hydrodynamic turbulence. EPL - Europhysics Letters, 2023, 144 (4), pp.43001. ⟨10.1209/0295-5075/ad0eec⟩. ⟨hal-04305111⟩
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  François Lusseyran, Guy Y. Cornejo Maceda, Eliott Varon, Bernd R. Noack. On open cavity flow control in the age of artificial intelligence. From the nonlinear dynamical systems theory to observational chaos, Christophe Letellier; Sylvain Mangiarotti; Denisse Sciamarella, Oct 2023, Toulouse, France. ⟨hal-04476406⟩
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  Miguel Beneitez, Yohann Duguet, Philipp Schlatter, Dan Henningson. Instability of the optimal edge trajectory in the Blasius boundary layer. Journal of Fluid Mechanics, 2023, 971 (24), pp.A42. ⟨10.1017/jfm.2023.545⟩. ⟨hal-04284983⟩
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  Sergio Chibbaro, Jair Reyes, Maurice Rossi, Alfredo Soldati, Francesco Zonta. Coherent structure modification by a shear acting at the surface of a turbulent open channel. The European Physical Journal Plus, 2023, 138 (9), pp.799. ⟨10.1140/epjp/s13360-023-04401-7⟩. ⟨hal-04308174⟩
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  Jiayi Cai, Pierre-Emmanuel Angeli, Jean-Marc Martinez, Guillaume Damblin, Didier Lucor. Reynolds stress anisotropy tensor predictions using neural networks. ETC18 - 18th European Turbulence Conference, Sep 2023, Valence, Spain. ⟨cea-04449768⟩
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  Onofrio Semeraro, Michele Alessandro Bucci, Alexandre Allauzen, Sergio Chibbaro, Lionel Mathelin. Curriculum learning for data-driven modeling of dynamical systems. Dynamics Days Europe 2023, Sep 2023, Napoli, Italy. ⟨hal-04407784⟩
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  Stéphane Février, Stéphane Nachar, Lionel Mathelin, Frédéric Giordano, Bérengère Podvin. Data-Driven Model to Predict Aircraft Vibration Environment. AIAA Journal, 2023, 61 (10), pp.4610-4622. ⟨10.2514/1.J062735⟩. ⟨hal-04185185⟩
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  Chaitanya Paranjape, Gökhan Yalnız, Yohann Duguet, Nazmi Burak Budanur, Björn Hof. Direct Path from Turbulence to Time-Periodic Solutions. Physical Review Letters, 2023, 131 (3), pp.034002. ⟨10.1103/PhysRevLett.131.034002⟩. ⟨hal-04284992⟩
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  Bastien Nony, Mélanie C. Rochoux, Thomas Jaravel, Didier Lucor. Reduced-Order Model for Microscale Atmospheric Dispersion Combining Multi-Fidelity LES and RANS Data. ECCOMAS Proceedia, UNCECOMP 2023, M. Papadrakakis, V. Papadopoulos, G. Stefanou, Jun 2023, Athenes, Grece, Greece. ⟨10.7712/120223.10337.19817⟩. ⟨hal-04310899⟩
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  Thibault Monsel, Onofrio Semeraro, Lionel Mathelin, Guillaume Charpiat. Time and State Dependent Neural Delay Differential Equations. 2023. ⟨hal-04125875v3⟩
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  Stéphanie Pellerin, Bérengère Podvin, Yann Fraigneau, Guillaume Bonnavion, Olivier Cadot. Near wake of an Ahmed body: analysis of switches and base pressure-velocity relationship. Fifth international conference in numerical and experimental aerodynamics of, road vehicles and trains (Aerovehicles 5), Jun 2023, Poitiers, France. ⟨hal-04406619⟩
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  Kevin Doria, Anne Sergent, Lucor Didier. Temperature field inference using physics-informed neural networks in turbulent natural convection. 22nd IACM Computational Fluids Conference – CFC 2023, IACM, Apr 2023, Cannes, France. ⟨hal-04400813⟩
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  Stéphane Février, Stéphane Nachar, Lionel Mathelin, Frédéric Giordano, Bérengère Podvin. An overview of aircraft vibration environment prediction using machine learning. Computational Challenges and Emerging Tools Workshop, Apr 2023, Cambridge, United Kingdom. ⟨hal-04185152⟩
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  Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro. Operator learning of RANS equations: a Graph Neural Network closure model. The mathematical and statistical foundation of future data-driven engineering -- Computational Challenges and Emerging Tools, Apr 2023, Cambridge, United Kingdom. ⟨hal-04407775⟩
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  Ludovic Coelho. Reliability-based design optimization of composite laminates for aeroelastic applications. Mechanics [physics.med-ph]. Université Paris-Saclay, 2023. English. ⟨NNT : 2023UPAST039⟩. ⟨tel-04137503⟩
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  Michele Alessandro Bucci, Onofrio Semeraro, Alexandre Allauzen, Sergio Chibbaro, Lionel Mathelin. Curriculum learning for data-driven modeling of dynamical systems. European Physical Journal E: Soft matter and biological physics, 2023, 46 (3), pp.12. ⟨10.1140/epje/s10189-023-00269-8⟩. ⟨hal-04291002⟩
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  Michele Quattromini, Michele Alessandro Bucci, Stefania Cherubini, Onofrio Semeraro. Operator learning of RANS equations: a Graph Neural Network closure model. 2023. ⟨hal-04290982⟩
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  Bastien Nony. Reduced-order models under uncertainties for microscale atmospheric pollutant dispersion in urban areas : exploring learning algorithms for high-fidelity model emulation. Ocean, Atmosphere. Université Paul Sabatier - Toulouse III, 2023. English. ⟨NNT : 2023TOU30156⟩. ⟨tel-04390849⟩
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  Guy Y Cornejo Maceda, Eliott Varon, François Lusseyran, Bernd R Noack. Stabilization of a multi-frequency open cavity flow with gradient-enriched machine learning control. Journal of Fluid Mechanics, 2023, 955, pp.A20. ⟨10.1017/jfm.2022.1050⟩. ⟨hal-04114172⟩
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  Sibo Cheng, César Quilodrán-Casas, Said Ouala, Alban Farchi, Che Liu, et al.. Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review. IEEE/CAA Journal of Automatica Sinica, 2023, 10 (6), pp.1361-1387. ⟨10.1109/JAS.2023.123537⟩. ⟨hal-04039094⟩
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  Andrea Palumbo, Onofrio Semeraro, Jean-Christophe Robinet, Luigi de Luca. Boundary layer transition induced by low-speed synthetic jets. Physics of Fluids, 2022, 34 (12), pp.124113. ⟨10.1063/5.0128798⟩. ⟨hal-03908267⟩
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  Frederic Moisy, Lucile Danion, Basile Dhote, Jules Andriamampianina, Wietze Herreman, et al.. Comment s'oriente un flotteur allongé dérivant dans une onde ?. 18èmes Journées de l'Hydrodynamique, Nov 2022, Poitiers, France. ⟨hal-04391801⟩
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  Riccardo Cocci. Statistical learning and inverse uncertainty quantification in nuclear thermal-hydraulic simulation : application to the condensation modelling at the safety injection. Fluids mechanics [physics.class-ph]. Université Paris-Saclay, 2022. English. ⟨NNT : 2022UPAST122⟩. ⟨tel-03892219⟩
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  Giovanni de Cillis, Onofrio Semeraro, Stefano Leonardi, Pietro de Palma, Stefania Cherubini. Dynamic-mode-decomposition of the wake of the NREL-5MW wind turbine impinged by a laminar inflow. Renewable Energy, 2022, 199, pp.1-10. ⟨10.1016/j.renene.2022.08.113⟩. ⟨hal-03854591⟩
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  Riccardo Cocci, Alberto Ghione, Lucia Sargentini, Guillaume Damblin, Didier D Lucor. Model assessment for direct contact condensation induced by a sub-cooled water jet in a circular pipe. International Journal of Heat and Mass Transfer, 2022, 195 (123162), pp.123162. ⟨10.1016/j.ijheatmasstransfer.2022.123162⟩. ⟨hal-03697625⟩
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  Stefania Cherubini, Giovanni De Cillis, Onofrio Semeraro, Stefano Leonardi, Pietro De Palma. How incoming turbulence affects wake recovery of an NREL-5MW wind turbine. ATI Annual Congress, Sep 2022, Bari, Italy. pp.012139, ⟨10.1088/1742-6596/2385/1/012139⟩. ⟨hal-04465799⟩
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  Rémy Hosseinkhan Boucher, Amine Saibi, Michele Alessandro Bucci, Onofrio Semeraro, Lionel Mathelin. Exploration strategies for control of chaotic dynamical systems using reinforcement learning. European Drag Reduction and Flow Control Meeting - EDRFCM 2022, Sep 2022, Paris, France. ⟨hal-03854602⟩
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  Antoine Faugaret, Laurent Martin Witkowski. Étude d'une condition aux limites simple pour un écoulement à surface libre en rotation dans une cavité cylindrique : effet de la variation du rapport de forme.. 25e Congrès Français de Mécanique, Nantes, 29 août-2 septembre 2022, Aug 2022, Nantes, France. ⟨hal-04280116⟩
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  Yohann Duguet, Pavan Kashyap, Olivier Dauchot. Patterning in transitional channel flow. 25e Congrès Français de Mécanique, Nantes, 29 août-2 septembre 2022, Aug 2022, Nantes, France. ⟨hal-04280095⟩