Flux publications Open Science ISAE-SUPAERO

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Colombo Michele, Morlier Joseph, Bauerheim Michaël, Prediction of Gust Aeroelastic performance of HALE using Graph Neural Networks : AIAA SCITECH 2023 Forum. 2023, AIAA SCITECH 2023 Forum, 2023-01-23 - 2023-01-27 (2023-01-27, National Harbor)

Prediction of Gust Aeroelastic performance of HALE using Graph Neural Networks : AIAA SCITECH 2023 Forum

Wei, Zhen, Guillard, Benoit, Fua Pascal, Chapin Vincent, Bauerheim Michaël, Latent Representation of Computational Fluid Dynamics Meshes and Application to Airfoil Aerodynamics. 2023, AIAA Journal. 61 (8). 3507-3525. ISSN 0001-1452

Latent Representation of Computational Fluid Dynamics Meshes and Application to Airfoil Aerodynamics

Corban, Baptiste, Bauerheim Michaël, Jardin Thierry, Discovering optimal flapping wing kinematics using active deep learning. 2023, Journal of Fluid Mechanics. 974 (A54). 1-28. ISSN 0022-1120

Discovering optimal flapping wing kinematics using active deep learning

Catalani, G, Costero, D, Bauerheim Michaël, Zampieri Luca, Chapin Vincent, Gourdain Nicolas, Baqué Pierre, A comparative study of learning techniques for the compressible aerodynamics over a transonic RAE2822 airfoil. 2023, Computers & Fluids. 251. 105759. ISSN 0045-7930

A comparative study of learning techniques for the compressible aerodynamics over a transonic RAE2822 airfoil

Arroyo-Ramo Andrea, Bauerheim Michaël, Moreau Stéphane, Wall-Pressure Spectrum Model Based on Artificial Neural Networks Predictions : Canadian Acoustics. 2023, Acoustics Week in Canada 2023, 2023-10-06 - 2023-10-03 (2023-10-03, Montreal)

Wall-Pressure Spectrum Model Based on Artificial Neural Networks Predictions : Canadian Acoustics

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Correcting the Prediction of Noise Scattering at Sharp Edges for a Spatio-Temporal Deep Learned Acoustic Surrogate : AIAA AVIATION 2023 Forum. 2023, AIAA AVIATION 2023 Forum, 2023-06-16 - 2023-06-12 (2023-06-12, San Diego)

Correcting the Prediction of Noise Scattering at Sharp Edges for a Spatio-Temporal Deep Learned Acoustic Surrogate : AIAA AVIATION 2023 Forum

Ajuria-Illaramendi Ekhi, Bauerheim Michaël, N Ashton, Lapeyre, Corentin, Cuenot Bénédicte, Performance Study of Convolutional Neural Network Architectures for 3D Incompressible Flow Simulations : Proceedings of the Platform for Advanced Scientific Computing Conference. 2023, the Platform for Advanced Scientific Computing Conference PASC ’23, 2023-06-28 - 2023-06-26 (2023-06-26, Davos)

Performance Study of Convolutional Neural Network Architectures for 3D Incompressible Flow Simulations : Proceedings of the Platform for Advanced Scie

Arnould, Tiphaine, Bauerheim Michaël, Gojon Romain, Gressier Jérémie, Compact wall-model for high-order spectral difference numerical schemes. 2023, AIAA AVIATION 2023 Forum, 2023-06-16 - 2023-06-12 (2023-06-12, San Diego)

Compact wall-model for high-order spectral difference numerical schemes

Arroyo-Ramo Andrea, Moreau Stéphane, Sandberg Richard D., Bauerheim Michaël, Jacob Marc C., Controlled Diffusion airfoil self-noise, an acoustic far-field prediction : AIAA AVIATION 2023 Forum. 2023, AIAA AVIATION 2023 Forum, 2023-06-16 - 2023-06-12 (2023-06-12, San Diego)

Controlled Diffusion airfoil self-noise, an acoustic far-field prediction : AIAA AVIATION 2023 Forum

Maia, Igor, Gojon Romain, Bauerheim Michaël, Fiore Maxime, Nodé-Langlois Thomas, Wall-modelled LES of a high subsonic cavity flow at large Reynolds number. 2023, AIAA AVIATION 2023 Forum, 2023-06-16 - 2023-06-12 (2023-06-12, San Diego)

Wall-modelled LES of a high subsonic cavity flow at large Reynolds number

Wei, Zhen, Fua Pascal, Bauerheim Michaël, Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning : AIAA AVIATION 2023 Forum. 2023, AIAA AVIATION 2023 Forum, 2023-06-16 - 2023-06-12 (2023-06-12, San Diego)

Automatic Parameterization for Aerodynamic Shape Optimization via Deep Geometric Learning : AIAA AVIATION 2023 Forum

Krügener Moritz, Zapata Usandivaras Jose Felix, Bauerheim Michaël, Urbano Annafederica, Coaxial-Injector Surrogate Modeling Based on Reynolds-Averaged Navier–Stokes Simulations Using Deep Learning. 2022, Journal of Propulsion and Power. 38 (5). ISSN 0748-4658

Coaxial-Injector Surrogate Modeling Based on Reynolds-Averaged Navier–Stokes Simulations Using Deep Learning

Dominguez Alejandro, Tomé Joao, Gowree Erwin Ricky, Bauerheim Michaël, Bio-inspired vortex lift for enhanced manoeuvrability. 2022, 56th 3AF International Conference on Applied Aerodynamics, 2022-03-28 - 2022-03-30 (2022-03-30, Toulouse)

Bio-inspired vortex lift for enhanced manoeuvrability

Vazquez Casique Raul, Viollet Marie-Lou, Bauerheim Michaël, Chapin Vincent, Gowree Erwin Ricky, Effect of sharp edges on the unsteady flow and aerodynamic performances of a Boxfish, towards bio-inspired low-drag bluff bodies. 2022, 56th 3AF International Conference on Applied Aerodynamics, 2022-03-28 - 2022-03-30 (2022-03-30, Toulouse)

Effect of sharp edges on the unsteady flow and aerodynamic performances of a Boxfish, towards bio-inspired low-drag bluff bodies

Ajuria-Illaramendi Ekhi, Bauerheim Michaël, Cuenot Bénédicte, Performance and accuracy assessments of an incompressible fluid solver coupled with a deep convolutional neural network. 2022, Data-Centric Engineering. 3 (e2). ISSN 2632-6736

Performance and accuracy assessments of an incompressible fluid solver coupled with a deep convolutional neural network

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Deep learning surrogate for the temporal propagation and scattering of acoustic waves. 2022, AIAA Journal. 60 (10). 5890-5906. ISSN 0001-1452

Deep learning surrogate for the temporal propagation and scattering of acoustic waves

Pinto Wagner Gonçalves, Alguacil Antonio, Bauerheim Michaël, On the reproducibility of fully convolutional neural networks for modeling time–space-evolving physical systems. 2022, Data-Centric Engineering. 3. 1-22

On the reproducibility of fully convolutional neural networks for modeling time–space-evolving physical systems

Zapata Usandivaras Jose Felix, Urbano Annafederica, Bauerheim Michaël, Cuenot Bénédicte, Data Driven Models for the Design of Rocket Injector Elements. 2022, Aerospace. 9 (594). ISSN 2226-4310

Data Driven Models for the Design of Rocket Injector Elements

Arroyo-Ramo Andrea, Moreau Stéphane, Sandberg Richard D., Bauerheim Michaël, Jacob Marc C., Direct Numerical Simulation of Controlled Diffusion airfoil self-noise : 28th AIAA/CEAS Aeroacoustics 2022 Conference. 2022, 28th AIAA/CEAS Aeroacoustics 2022 Conference, 2022-06-17 - 2022-06-14 (2022-06-14, Southampton)

Direct Numerical Simulation of Controlled Diffusion airfoil self-noise : 28th AIAA/CEAS Aeroacoustics 2022 Conference

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Becherucci Lorenzo, Predicting the sound refraction on shear layers with deep neural networks : 28th AIAA/CEAS Aeroacoustics 2022 Conference. 2022, 28th AIAA/CEAS Aeroacoustics 2022 Conference, 2022-06-17 - 2022-06-14 (2022-06-14, Southampton)

Predicting the sound refraction on shear layers with deep neural networks : 28th AIAA/CEAS Aeroacoustics 2022 Conference

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Predicting the propagation of acoustic waves using deep convolutional neural networks. 2021, Journal of Sound and Vibration. 512. ISSN 0022-460X

Predicting the propagation of acoustic waves using deep convolutional neural networks

Pinto Wagner Gonçalves, Bauerheim Michaël, Parisot-Dupuis Hélène, Deconvoluting acoustic beamforming maps with a deep neural network. 2021, Inter-noise 2021, 2021-08-01 - 2021-08-05 (2021-08-05, Virtual event)

Deconvoluting acoustic beamforming maps with a deep neural network

Zapata Usandivaras Jose Felix, Krügener Moritz, Urbano Annafederica, Bauerheim Michaël, Cuenot Bénédicte, Data­driven emulation models for Rocket Engines Injector design. 2021, IAC 2021 - 72nd International Astronautical Congress 2021, 2021-10-25 - 2021-10-30 (2021-10-30, Dubai)

Data­driven emulation models for Rocket Engines Injector design

Ajuria-Illaramendi Ekhi, Bauerheim Michaël, Cuenot Bénédicte, Analysis of downscaled branches and Receptive field on a CNN-based incompressible solver. 2021, 74th Annual Meeting of the APS Division of Fluid Dynamics, 2021-11-21 - 2021-11-23 (2021-11-23, Phoenix)

Analysis of downscaled branches and Receptive field on a CNN-based incompressible solver

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, A generic deep learning framework for propagation and scattering of acoustic waves in quiescent flows. 2021, AIAA AVIATION 2021 FORUM, 2021-08-02 - 2021-08-06 (2021-08-06, Virtual event)

A generic deep learning framework for propagation and scattering of acoustic waves in quiescent flows

Alguacil Antonio, Pinto Wagner Gonçalves, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Effects of boundary conditions in fully convolutional networks for learning spatio-temporal dynamics. 2021, Joint European Conference on Machine Learning and Knowledge Discovery in Databases, 2021-09-13 - 2021-09-17 (2021-09-17, Virtual event)

Effects of boundary conditions in fully convolutional networks for learning spatio-temporal dynamics

Berger Sandrine, Arroyo-Ramo Andrea, Guillet Valentin, Jardin Thierry, Rachelson Emmanuel, Bauerheim Michaël, Towards Reliable and Sample Efficient Deep Reinforcement Learning for Aerodynamics : a Benchmark Application. 2021, 74th Annual Meeting of the APS Division of Fluid Dynamics, 2021-11-21 - 2021-11-23 (2021-11-23, Phoenix)

Towards Reliable and Sample Efficient Deep Reinforcement Learning for Aerodynamics : a Benchmark Application

Bauerheim Michaël, Chapin Vincent, Route to chaos on a dragonfly wing cross section in gliding flight. 2020, Physical Review E. 102 (1). 1-6. ISSN 1539-3755

Route to chaos on a dragonfly wing cross section in gliding flight

Ajuria-Illaramendi Ekhi, Alguacil Antonio, Bauerheim Michaël, Misdariis Antony, Cuenot Bénédicte, Benazera Emmanuel, Towards a hybrid computational strategy based on Deep Learning for incompressible flows. 2020, AIAA AVIATION FORUM, 2020-06-15 - 2020-06-19 (2020-06-19, Virtual Event)

Towards a hybrid computational strategy based on Deep Learning for incompressible flows

Alguacil Antonio, Bauerheim Michaël, Jacob Marc C., Moreau Stéphane, Predicting the Propagation of Acoustic Waves using Deep Convolutional Neural Networks. 2020, AIAA AVIATION FORUM, 2020-06-15 - 2020-06-19 (2020-06-19, Virtual Event)

Predicting the Propagation of Acoustic Waves using Deep Convolutional Neural Networks

Bauerheim Michaël, Joly Laurent, LES of the aero-acoustic coupling in acoustic liners containing multiple cavities. 2020, AIAA AVIATION 2020 FORUM, 2020-06-15 - 2020-06-19 (2020-06-19, Virtual Event)

LES of the aero-acoustic coupling in acoustic liners containing multiple cavities

Bauerheim Michaël, Boujo Edouard, Noiray Nicolas, Numerical analysis of the linear and nonlinear vortex-sound interaction in a T-junction. 2020, AIAA AVIATION FORUM, 2020-06-15 - 2020-06-19 (2020-06-19, Virtual Event)

Numerical analysis of the linear and nonlinear vortex-sound interaction in a T-junction

Laurent Charlélie, Bauerheim Michaël, Poinsot Thierry, Nicoud Franck, A novel modal expansion method for low-order modeling of thermoacoustic instabilities in complex geometries. 2019, Combustion and Flame. 206. 334-348. ISSN 0010-2180

A novel modal expansion method for low-order modeling of thermoacoustic instabilities in complex geometries

Guo Shuai, Silva Camilo, Bauerheim Michaël, Ghani Abdulla, Polifke Wolfgang, Evaluating the impact of uncertainty in flame impulse response model on thermoacoustic instability prediction : A dimensionality reduction approach. 2019, Proceedings of the Combustion Institute. 37 (4). 5299-5306. ISSN 1540-7489

Evaluating the impact of uncertainty in flame impulse response model on thermoacoustic instability prediction: A dimensionality reduction approach

Berger Sandrine, Gourdain Nicolas, Bauerheim Michaël, Devillez Sébastien, Discharge coefficient of an orifice jet in cross flow : influence of inlet conditions and optimum velocity ratio. 2019, AIAA Aviation 2019 Forum, 2019-06-17 - 2019-06-21 (2019-06-21, Dallas)

Discharge coefficient of an orifice jet in cross flow: influence of inlet conditions and optimum velocity ratio

Boujo Edouard, Bauerheim Michaël, Noiray Nicolas, Saturation of a turbulent mixing layer over a cavity : response to harmonic forcing around mean flows. 2018, Journal of Fluid Mechanics. 853. 1-35. ISSN 0022-1120

Saturation of a turbulent mixing layer over a cavity: response to harmonic forcing around mean flows

Bauerheim Michaël, Ndiaye Aissatou, Nicoud Franck, Surrogates for Combustion Instabilities in Annular Combustors : Uncertainty Management for Robust Industrial Design in Aeronautics. 2018« In :» Uncertainty Management for Robust Industrial Design in Aeronautics, Notes on Numerical Fluid Mechanics and Multidisciplinary Design. 978-3-319-77766-5

Surrogates for Combustion Instabilities in Annular Combustors : Uncertainty Management for Robust Industrial Design in Aeronautics

Mejia Daniel, Bauerheim Michaël, Xavier Pradip, Ferret Bernard, Selle Laurent, Poinsot Thierry, Stabilization of a premixed laminar flame on a rotating cylinder. 2017, Proceedings of the Combustion Institute. 36 (1). 1447-1455. ISSN 1540-7489

Stabilization of a premixed laminar flame on a rotating cylinder

Xavier Pradip, Ghani Abdulla, Mejia Daniel, Miguel-Brebion Maxence, Bauerheim Michaël, Selle Laurent, Poinsot Thierry, Experimental and numerical investigation of flames stabilised behind rotating cylinders : interaction of flames with a moving wall. 2017, Journal of Fluid Mechanics. 813. 127-151. ISSN 0022-1120

Experimental and numerical investigation of flames stabilised behind rotating cylinders: interaction of flames with a moving wall

Magri Luca, Bauerheim Michaël, Juniper Matthew P., Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part I. Sensitivity. 2016, Journal of Computational Physics. 325. 395-410. ISSN 0021-9991

Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part I. Sensitivity

Bauerheim Michaël, Duran Ignacio, Livebardon Thomas, Wang Gaofeng, Moreau Stéphane, Poinsot Thierry, Transmission and reflection of acoustic and entropy waves through a stator–rotor stage. 2016, Journal of Sound and Vibration. 374. 260-278. ISSN 0022-460X

Transmission and reflection of acoustic and entropy waves through a stator–rotor stage

Bauerheim Michaël, Ndiaye Aissatou, Constantine Paul G., Moreau Stéphane, Nicoud Franck, Symmetry breaking of azimuthal thermoacoustic modes : the UQ perspective. 2016, Journal of Fluid Mechanics. 789. 534-566. ISSN 0022-1120

Symmetry breaking of azimuthal thermoacoustic modes: the UQ perspective

Magri Luca, Bauerheim Michaël, Nicoud Franck, Juniper Matthew P., Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part II. Uncertainty quantification. 2016, Journal of Computational Physics. 325. 411-421. ISSN 0021-9991

Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part II. Uncertainty quantification

Bauerheim Michaël, Jaravel Thomas, Esclapez Lucas, Riber Eleonore, Gicquel Laurent Y.M., Cuenot Bénédicte, Cazalens Michel, Bourgois S., Rullaud M., Multiphase Flow Large-Eddy Simulation Study of the Fuel Split Effects on Combustion Instabilities in an Ultra-Low-NOxAnnular Combustor. 2016, ASME Turbo Expo 2015 : Turbine Technical Conference and Exposition (GT2015), 2015-06-15 - 2015-06-19 (2015-06-19, Montreal)

Multiphase Flow Large-Eddy Simulation Study of the Fuel Split Effects on Combustion Instabilities in an Ultra-Low-NOxAnnular Combustor

Becerril César, Moreau Stéphane, Bauerheim Michaël, Gicquel Laurent Y.M., Poinsot Thierry, Numerical investigation of combustion noise : The Entropy Wave Generator : 22nd AIAA/CEAS Aeroacoustics Conference. 2016, 22nd AIAA/CEAS Aeroacoustics Conference, 2016-05-30 - 2016-06-01 (2016-06-01, Lyon)

Numerical investigation of combustion noise: The Entropy Wave Generator : 22nd AIAA/CEAS Aeroacoustics Conference

Roger Michel, François Benjamin, Bauerheim Michaël, Three-Dimensional Modeling of Annular Cascade Trailing-Edge Noise : 22nd AIAA/CEAS Aeroacoustics Conference. 2016, 22nd AIAA/CEAS Aeroacoustics Conference, 2016-05-30 - 2016-06-01 (2016-06-01, Lyon)

Three-Dimensional Modeling of Annular Cascade Trailing-Edge Noise : 22nd AIAA/CEAS Aeroacoustics Conference

Bauerheim Michaël, Nicoud Franck, Poinsot Thierry, Progress in analytical methods to predict and control azimuthal combustion instability modes in annular chambers. 2016, Physics of Fluids. 28 (2). 021303. ISSN 1070-6631

Progress in analytical methods to predict and control azimuthal combustion instability modes in annular chambers

Bauerheim Michaël, Jaravel Thomas, Esclapez Lucas, Riber Eleonore, Gicquel Laurent Y.M., Cuenot Bénédicte, Cazalens Michel, Bourgois S., Rullaud M., Multiphase Flow LES Study of the Fuel Split Effects on Combustion Instabilities in an Ultra Low-NOx Annular Combustor : Volume 4B : Combustion, Fuels and Emissions. 2015, Journal of Engineering for Gas Turbines and Power. 1-13. ISSN 0742-4795

Multiphase Flow LES Study of the Fuel Split Effects on Combustion Instabilities in an Ultra Low-NOx Annular Combustor : Volume 4B: Combustion, Fuels a

Bauerheim Michaël, Poinsot Thierry, Analytical methods for azimuthal thermo-acoustic modes in annular combustion chambers. 2015, Annular Research Brief of CTR

Analytical methods for azimuthal thermo-acoustic modes in annular combustion chambers

Ndiaye Aissatou, Bauerheim Michaël, Moreau Stéphane, Nicoud Franck, Uncertainty Quantification of Thermoacoustic Instabilities in a Swirled Stabilized Combustor : Volume 2C : Turbomachinery. 2015, ASME Turbo Expo 2015 : Turbine Technical Conference and Exposition (GT2015), 2015-06-15 - 2015-06-19 (2015-06-19, Montreal)

Uncertainty Quantification of Thermoacoustic Instabilities in a Swirled Stabilized Combustor : Volume 2C: Turbomachinery