Operator learning of RANS equations: a Graph Neural Network closure model
Michele Quattromini
,
Michele Alessandro Bucci
,
Stefania Cherubini
,
Onofrio Semeraro
The mathematical and statistical foundation of future data-driven engineering -- Computational Challenges and Emerging Tools , Apr 2023, Cambridge, United Kingdom
Poster de conférence
hal-04407775v1
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A principled learning strategy for chaotic dynamical systems
Lionel Mathelin
,
Remy Hosseinkhan Boucher
,
Amine Saibi
,
Onofrio Semeraro
SIAM Mathematics of Data Science , Sep 2022, San diego, United States
Communication dans un congrès
hal-04406534v1
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Curriculum learning for data-driven modeling of dynamical systems
Onofrio Semeraro
,
Michele Alessandro Bucci
,
Alexandre Allauzen
,
Sergio Chibbaro
,
Lionel Mathelin
Dynamics Days Europe 2023 , Sep 2023, Napoli, Italy
Communication dans un congrès
hal-04407784v1
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Stability and optimal forcing analysis of a wind turbine wake: Comparison with POD
Giovanni de Cillis
,
Stefania Cherubini
,
Onofrio Semeraro
,
Stefano Leonardi
,
Pietro de Palma
Article dans une revue
hal-03498568v1
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Assessment of turbulent jet control possibilities by dynamical system analysis
Onofrio Semeraro
,
François Lusseyran
,
Luc Pastur
,
Peter Jordan
Journée de Dynamique des Fluides du Plateau de Saclay , Jan 2017, Orsay, France
Communication dans un congrès
hal-01633936v1
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Closed-loop control of complex systems using deep Reinforcement Learning
Thibaut Guégan
,
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Laurent Cordier
,
Lionel Mathelin
Euromech colloquium on Machine learning methods for turbulent separated flows , Jun 2021, Paris, France
Communication dans un congrès
hal-03451355v1
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Closed-loop optimal control for shear flows using reinforcement learning
Onofrio Semeraro
,
Michele Alessandro Bucci
,
Lionel Mathelin
73rd Annual APS/DFD Meeting , Nov 2020, Chicago, United States
Communication dans un congrès
hal-03101416v1
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Boundary layer transition induced by low-speed synthetic jets
Andrea Palumbo
,
Onofrio Semeraro
,
Jean-Christophe Robinet
,
Luigi de Luca
Article dans une revue
hal-03908267v1
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When deep learning meets ergodic theory
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Sergio Chibbaro
,
Alexandre Allauzen
,
Lionel Mathelin
73rd Annual APS/DFD Meeting , Nov 2020, Chicago / Virtual, United States
Communication dans un congrès
hal-03101431v1
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Apprentissage d’un modèle dynamique chaotique par un LSTM
Michele Alessandro Bucci
,
Alexandre Allauzen
,
Laurent Cordier
,
Lionel Mathelin
,
Onofrio Semeraro
,
et al.
Conférence sur l’Apprentissage automatique (CAp) , Jul 2019, Toulouse, France
Communication dans un congrès
hal-02412444v1
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Receptivity to synthetic jet actuation in boundary layer flows
Andrea Palumbo
,
Onofrio Semeraro
,
Jean-Christophe Robinet
,
Luigi de Luca
Communication dans un congrès
hal-03087084v1
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POD analysis of the recovery process in wind turbine wakes
Giovanni de Cillis
,
Stefania Cherubini
,
Onofrio Semeraro
,
Stefano Leonardi
,
Pietro de Palma
TORQUE 2020 , Sep 2020, Delft, Italy
Poster de conférence
hal-03087099v1
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POD‐based analysis of a wind turbine wake under the influence of tower and nacelle
Giovanni de Cillis
,
Stefania Cherubini
,
Onofrio Semeraro
,
Stefano Leonardi
,
Pietro de Palma
Article dans une revue
hal-03087079v1
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Curriculum learning for data-driven modeling of dynamical systems
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Alexandre Allauzen
,
Sergio Chibbaro
,
Lionel Mathelin
Article dans une revue
hal-04291002v1
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Modeling of coherent structures in a turbulent jet as global linear instability wavepackets: Theory and experiment
Onofrio Semeraro
,
Lutz Lesshafft
,
Vincent Jaunet
,
Peter Jordan
Article dans une revue
hal-02459554v1
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Full-order optimal compensators for flow control: the multiple inputs case
Onofrio Semeraro
,
Jan Oscar Pralits
Article dans une revue
hal-01841953v1
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End-to-end learning of dynamical systems with the Mori-Zwanzig formalism
Thibault Monsel
,
Lionel Mathelin
,
Onofrio Semeraro
,
Guillaume Charpiat
CSE 2023 - SIAM Computational Science and Engineering , Feb 2023, Amsterdam, Netherlands
Communication dans un congrès
hal-04406551v1
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Control of chaotic systems by deep reinforcement learning
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Alexandre Allauzen
,
Guillaume Wisniewski
,
Laurent Cordier
,
et al.
Dynamical Methods in Data-based Exploration of Complex Systems, international workshop , Oct 2019, Dresden, Germany
Poster de conférence
hal-03087089v1
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Wavepackets in Subsonic Turbulent Jets: a Dynamical System Analysis
Onofrio Semeraro
,
François Lusseyran
,
Luc Pastur
,
Peter Jordan
EUROMECH European Turbulence Conference , Aug 2017, Stockholm, Sweden
Communication dans un congrès
hal-01633939v1
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Enhancing Data-Assimilation in CFD using Graph Neural Networks
Michele Quattromini
,
Michele Alessandro Bucci
,
Stefania Cherubini
,
Onofrio Semeraro
37th Conference on Neural Information Processing Systems (Neurips 2023) , Dec 2023, New Orleans (LA), United States
Poster de conférence
hal-04407779v1
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Control of chaotic systems by deep reinforcement learning
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Alexandre Allauzen
,
Guillaume Wisniewski
,
Laurent Cordier
,
et al.
Proceedings of the Royal Society of London. Series A, Mathematical and physical sciences , In press, 475 (2231), pp.1-20.
⟨10.1098/rspa.2019.0351⟩
Article dans une revue
hal-02406677v1
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Leveraging the structure of dynamical systems for data-driven modeling
Michele Alessandro Bucci
,
Onofrio Semeraro
,
Alexandre Allauzen
,
Sergio Chibbaro
,
Lionel Mathelin
2021
Pré-publication, Document de travail
hal-03498482v1
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Qualitative dynamics of wavepackets in turbulent jets
Onofrio Semeraro
,
François Lusseyran
,
Luc Pastur
,
Peter Jordan
Article dans une revue
hal-01633922v1
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Resolvent-based modeling of coherent wave packets in a turbulent jet
Lutz Lesshafft
,
Onofrio Semeraro
,
Vincent Jaunet
,
André Cavalieri
,
Peter Jordan
Article dans une revue
hal-02151295v1
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On the relevance of Reynolds stresses in resolvent analyses of turbulent wall-bounded flows
Pierluigi Morra
,
Onofrio Semeraro
,
Dan S Henningson
,
Carlo Cossu
Article dans une revue
hal-02111454v1
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POD analysis of the recovery process in wind turbine wakes
Giovanni de Cillis
,
Stefania Cherubini
,
Onofrio Semeraro
,
Stefano Leonardi
,
Pietro de Palma
Article dans une revue
hal-03087076v1
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Adaptive and model-based control theory applied to convectively unstable flows
Nicolo Fabbiane
,
Onofrio Semeraro
,
Shervin Bagheri
,
Dan S. Henningson
Article dans une revue
hal-01103057v1
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Neural State-Dependent Delay Differential Equations
Thibault Monsel
,
Onofrio Semeraro
,
Lionel Mathelin
,
Guillaume Charpiat
2023
Pré-publication, Document de travail
hal-04125875v2
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The influence of incoming turbulence on the dynamic modes of an NREL-5MW wind turbine wake
Giovanni de Cillis
,
Stefania Cherubini
,
Onofrio Semeraro
,
Stefano Leonardi
,
Pietro de Palma
Article dans une revue
hal-03498440v1
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Control by Deep Reinforcement Learning of a separated flow
Thibaut Guégan
,
Onofrio Semeraro
,
Michele A. Bucci
,
Laurent Cordier
,
Lionel Mathelin
73rd Annual Meeting of the APS Division of Fluid Dynamics , Nov 2020, Chicago, United States
Communication dans un congrès
hal-03088845v1
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