Bayesian and non-Bayesian multi-fidelity surrogate models for multi-objective aerodynamic optimization under extreme cost imbalance
Fuente:
arXiv
Saved in:
| Main Authors: | Schouler, Marc, Belme, Anca, Cinnella, Paola |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Cost-effective multi-fidelity strategy for the optimization of high-Reynolds number turbine flows guided by LES
by: Matar, Camille, et al.
Published: (2025)
by: Matar, Camille, et al.
Published: (2025)
Data-driven turbulence modeling
by: Cinnella, Paola
Published: (2024)
by: Cinnella, Paola
Published: (2024)
End-to-end optimization of subgrid scale models for discontinuous spectral element schemes based on the discrete adjoint method
by: Clinco, Nicola, et al.
Published: (2026)
by: Clinco, Nicola, et al.
Published: (2026)
Towards aerodynamic surrogate modeling based on $β$-variational autoencoders
by: Francés-Belda, Víctor, et al.
Published: (2024)
by: Francés-Belda, Víctor, et al.
Published: (2024)
Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations
by: Catalani, Giovanni, et al.
Published: (2025)
by: Catalani, Giovanni, et al.
Published: (2025)
Data-driven nonlinear aerodynamics models with certifiably optimal boundedness properties
by: Heide, A. Leonid, et al.
Published: (2025)
by: Heide, A. Leonid, et al.
Published: (2025)
Machine-learning-assisted Blending of Data-Driven Turbulence Models
by: Oulghelou, Mourad, et al.
Published: (2024)
by: Oulghelou, Mourad, et al.
Published: (2024)
Recent developments and research needs in turbulence modeling of hypersonic flows
by: Raje, Pratikkumar, et al.
Published: (2024)
by: Raje, Pratikkumar, et al.
Published: (2024)
Multi-fidelity aerodynamic data fusion by autoencoder transfer learning
by: Nieto-Centenero, Javier, et al.
Published: (2025)
by: Nieto-Centenero, Javier, et al.
Published: (2025)
Improving the quasi-biennial oscillation via a surrogate-accelerated multi-objective optimization
by: Damiano, Luis, et al.
Published: (2025)
by: Damiano, Luis, et al.
Published: (2025)
Bayesian optimization of a cost function in suboptimal control for reducing skin friction drag in wall turbulence
by: Yugeta, Yusuke, et al.
Published: (2025)
by: Yugeta, Yusuke, et al.
Published: (2025)
On the unsteady aerodynamics of flapping wings under dynamic hovering kinematics
by: Poletti, Romain, et al.
Published: (2024)
by: Poletti, Romain, et al.
Published: (2024)
Correlations for aerodynamic force coefficients of non-spherical particles in compressible flows
by: Gorges, Christian, et al.
Published: (2024)
by: Gorges, Christian, et al.
Published: (2024)
Space-dependent Aggregation of Stochastic Data-driven Turbulence Models
by: Cherroud, Soufiane, et al.
Published: (2023)
by: Cherroud, Soufiane, et al.
Published: (2023)
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics
by: Bruni, Giuseppe, et al.
Published: (2023)
by: Bruni, Giuseppe, et al.
Published: (2023)
Turbulence enhances bird tail aerodynamic performance
by: Gayout, Ariane, et al.
Published: (2025)
by: Gayout, Ariane, et al.
Published: (2025)
On the applicability of the actuator line method for unsteady aerodynamics
by: Alva, Elías, et al.
Published: (2025)
by: Alva, Elías, et al.
Published: (2025)
A high-fidelity and efficient framework for point-particle direct numerical simulation based on multi-block overset grids
by: Wang, Taiyang, et al.
Published: (2025)
by: Wang, Taiyang, et al.
Published: (2025)
Wake transition and aerodynamics of a dragonfly-inspired airfoil
by: Chiarini, Alessandro, et al.
Published: (2025)
by: Chiarini, Alessandro, et al.
Published: (2025)
The aerodynamic performance of a transonic airfoil with spanwise forcing
by: Berizzi, Niccolò, et al.
Published: (2025)
by: Berizzi, Niccolò, et al.
Published: (2025)
Unsteady aerodynamic theory and experiments of hovering membrane wings
by: Tiomkin, Sonya, et al.
Published: (2025)
by: Tiomkin, Sonya, et al.
Published: (2025)
Quasi-steady aerodynamics predicts the dynamics of flapping locomotion
by: Pomerenk, Olivia, et al.
Published: (2025)
by: Pomerenk, Olivia, et al.
Published: (2025)
Jet mixing enhancement with Bayesian optimization, deep learning, and persistent data topology
by: Li, Yiqing, et al.
Published: (2023)
by: Li, Yiqing, et al.
Published: (2023)
Modelling aerodynamic forces and torques of spheroid particles in compressible flows
by: Du, Yibin, et al.
Published: (2024)
by: Du, Yibin, et al.
Published: (2024)
Bayesian minimisation of energy consumption in turbulent pipe flow via unsteady driving
by: Kranz, Felix, et al.
Published: (2025)
by: Kranz, Felix, et al.
Published: (2025)
An integrated multi-size collision model for flotation
by: Tiedemann, Benedikt, et al.
Published: (2025)
by: Tiedemann, Benedikt, et al.
Published: (2025)
Toward a unified data-driven turbulence model through multi-objective learning
by: Liu, Zhuoran, et al.
Published: (2025)
by: Liu, Zhuoran, et al.
Published: (2025)
Multi-fidelity topology optimization of flow boiling heat transfer in microchannels
by: Yuan, Yi, et al.
Published: (2024)
by: Yuan, Yi, et al.
Published: (2024)
A quantitative analysis of leading edge vortices in flapping wing aerodynamics
by: Gonzalo, Alejandro, et al.
Published: (2025)
by: Gonzalo, Alejandro, et al.
Published: (2025)
An aerodynamic measurement system to improve the efficiency of wind turbine rotor blades
by: Deparday, Julien, et al.
Published: (2025)
by: Deparday, Julien, et al.
Published: (2025)
Efficient aerodynamic coefficients prediction with a long sequence neural network
by: Cai, Zemin, et al.
Published: (2024)
by: Cai, Zemin, et al.
Published: (2024)
Unsteady aerodynamic response of pitching airfoils represented by Gaussian body forces
by: Taschner, Emanuel, et al.
Published: (2024)
by: Taschner, Emanuel, et al.
Published: (2024)
Unsteady aerodynamic prediction using limited samples based on transfer learning
by: Ji, Wen, et al.
Published: (2024)
by: Ji, Wen, et al.
Published: (2024)
Dynamic interactions between an aerodynamic flow and a flexible flat plate
by: Balasubramanian, Srikumar, et al.
Published: (2024)
by: Balasubramanian, Srikumar, et al.
Published: (2024)
Data-driven modeling of the aerodynamic deformation and drag for a freely moving drop in the sub-critical Weber number regime
by: Mahmood, T., et al.
Published: (2024)
by: Mahmood, T., et al.
Published: (2024)
Flying shape and aerodynamics of a full-scale flexible Olympic windsurf sail
by: Zhang, J., et al.
Published: (2025)
by: Zhang, J., et al.
Published: (2025)
An improved numerical simulation methodology for nanoparticle injection through aerodynamic lens systems
by: Peravali, Surya Kiran, et al.
Published: (2025)
by: Peravali, Surya Kiran, et al.
Published: (2025)
Comparing design and off-design aerodynamic performance of a natural laminar airfoil
by: Sengupta, Aditi, et al.
Published: (2024)
by: Sengupta, Aditi, et al.
Published: (2024)
Modelling the influence of streamwise flow field acceleration on the aerodynamic performance of an actuator disc
by: Zengler, Clemens Paul, et al.
Published: (2024)
by: Zengler, Clemens Paul, et al.
Published: (2024)
Convolutional causal learning for aerodynamic flows
by: Koshikawa, Ryo, et al.
Published: (2026)
by: Koshikawa, Ryo, et al.
Published: (2026)
Similar Items
-
Cost-effective multi-fidelity strategy for the optimization of high-Reynolds number turbine flows guided by LES
by: Matar, Camille, et al.
Published: (2025) -
Data-driven turbulence modeling
by: Cinnella, Paola
Published: (2024) -
End-to-end optimization of subgrid scale models for discontinuous spectral element schemes based on the discrete adjoint method
by: Clinco, Nicola, et al.
Published: (2026) -
Towards aerodynamic surrogate modeling based on $β$-variational autoencoders
by: Francés-Belda, Víctor, et al.
Published: (2024) -
Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations
by: Catalani, Giovanni, et al.
Published: (2025)