Cover Image

Towards aerodynamic surrogate modeling based on $β$-variational autoencoders

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Francés-Belda, Víctor, Solera-Rico, Alberto, Nieto-Centenero, Javier, Andrés, Esther, Vila, Carlos Sanmiguel, Castellanos, Rodrigo
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-fidelity aerodynamic data fusion by autoencoder transfer learning
by: Nieto-Centenero, Javier, et al.
Published: (2025)

Signal-Aware Conditional Diffusion Surrogates for Transonic Wing Pressure Prediction
by: Francés-Belda, Víctor, et al.
Published: (2026)

Reducing base drag on road vehicles using pulsed jets optimized by hybrid genetic algorithms
by: Robledo, Isaac, et al.
Published: (2025)

A framework for realisable data-driven active flow control using model predictive control applied to a simplified truck wake
by: Solera-Rico, Alberto, et al.
Published: (2025)

Towards scalable surrogate models based on Neural Fields for large scale aerodynamic simulations
by: Catalani, Giovanni, et al.
Published: (2025)

Unsteady Thermal and Flow Structures of an Impinging Sweeping Jet
by: Castellanos, Rodrigo, et al.
Published: (2025)

Bayesian and non-Bayesian multi-fidelity surrogate models for multi-objective aerodynamic optimization under extreme cost imbalance
by: Schouler, Marc, et al.
Published: (2025)

Reduced-order modeling of large-scale turbulence using Koopman $β$-variational autoencoders
by: Halder, Rakesh, et al.
Published: (2025)

Dynamic interactions between an aerodynamic flow and a flexible flat plate
by: Balasubramanian, Srikumar, et al.
Published: (2024)

Reconstruction and fast prediction of a 3D flow field based on a variational autoencoder
by: Liu, Gongyan, et al.
Published: (2023)

Correlations for aerodynamic force coefficients of non-spherical particles in compressible flows
by: Gorges, Christian, et al.
Published: (2024)

A convolutional autoencoder and neural ODE framework for surrogate modeling of transient counterflow flames
by: Baykan, Mert Yakup, et al.
Published: (2026)

Data-driven nonlinear aerodynamics models with certifiably optimal boundedness properties
by: Heide, A. Leonid, et al.
Published: (2025)

Optimization-Embedded Active Multi-Fidelity Surrogate Learning for Multi-Condition Airfoil Shape Optimization
by: Robledo, Isaac, et al.
Published: (2026)

Unsteady aerodynamic prediction using limited samples based on transfer learning
by: Ji, Wen, et al.
Published: (2024)

Information decomposition for disentangled and interpretable manifold learning of fluid flows via variational autoencoders
by: Wang, Zhiyuan, et al.
Published: (2026)

Turbulence enhances bird tail aerodynamic performance
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)

The inviscid Euler limit as a critical boundary for moment-based aerodynamic system identification
by: Sudharsan, Sarasija
Published: (2026)

Wake transition and aerodynamics of a dragonfly-inspired airfoil
by: Chiarini, Alessandro, et al.
Published: (2025)

The aerodynamic performance of a transonic airfoil with spanwise forcing
by: Berizzi, Niccolò, et al.
Published: (2025)

Unsteady aerodynamic theory and experiments of hovering membrane wings
by: Tiomkin, Sonya, et al.
Published: (2025)

Quasi-steady aerodynamics predicts the dynamics of flapping locomotion
by: Pomerenk, Olivia, et al.
Published: (2025)

A term-by-term variational multiscale method with dynamic subscales for incompressible turbulent aerodynamics
by: Escobar, Diego, et al.
Published: (2026)

Deep operator learning-based surrogate models for aerothermodynamic analysis of AEDC hypersonic waverider
by: Shukla, Khemraj, et al.
Published: (2024)

On the unsteady aerodynamics of flapping wings under dynamic hovering kinematics
by: Poletti, Romain, et al.
Published: (2024)

Modelling aerodynamic forces and torques of spheroid particles in compressible flows
by: Du, Yibin, et al.
Published: (2024)

A quantitative analysis of leading edge vortices in flapping wing aerodynamics
by: Gonzalo, Alejandro, et al.
Published: (2025)

Efficient aerodynamic coefficients prediction with a long sequence neural network
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)

An aerodynamic measurement system to improve the efficiency of wind turbine rotor blades
by: Deparday, Julien, et al.
Published: (2025)

On the feasibility of a component-based approach to predict aerodynamic noise from high-speed train bogies
by: Iglesias, Eduardo Latorre, 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)

Flying shape and aerodynamics of a full-scale flexible Olympic windsurf sail
by: Zhang, J., et al.
Published: (2025)

Comparing design and off-design aerodynamic performance of a natural laminar airfoil
by: Sengupta, Aditi, et al.
Published: (2024)

An improved numerical simulation methodology for nanoparticle injection through aerodynamic lens systems
by: Peravali, Surya Kiran, et al.
Published: (2025)

Modelling the influence of streamwise flow field acceleration on the aerodynamic performance of an actuator disc
by: Zengler, Clemens Paul, et al.
Published: (2024)

Convolutional causal learning for aerodynamic flows
by: Koshikawa, Ryo, et al.
Published: (2026)

A practical guide to estimation and uncertainty quantification of aerodynamic flows
by: Eldredge, Jeff D., et al.
Published: (2025)

Quantum support vector machines for aerodynamic classification
by: Yuan, Xi-Jun, et al.
Published: (2022)