Surrogate normal-forms for the numerical bifurcation and stability analysis of navier-stokes flows via machine learning
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Della Pia, Alessandro, Patsatzis, Dimitrios G., Rozza, Gianluigi, Russo, Lucia, Siettos, Constantinos |
|---|---|
| Format: | Preprint |
| Publié: |
2025
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Learning the Latent dynamics of Fluid flows from High-Fidelity Numerical Simulations using Parsimonious Diffusion Maps
par: Della Pia, Alessandro, et autres
Publié: (2024)
par: Della Pia, Alessandro, et autres
Publié: (2024)
PDE-Free Mass-Constrained Learning of Complex Systems with Hidden States
par: Viola, Gianmaria, et autres
Publié: (2025)
par: Viola, Gianmaria, et autres
Publié: (2025)
On the choice of proper outlet boundary conditions for numerical simulation of cardiovascular flows
par: Mirzaiyan, Zahra, et autres
Publié: (2025)
par: Mirzaiyan, Zahra, et autres
Publié: (2025)
Efficient and Accurate Surrogate Modeling of Turbulent Flows via Space-Dependent Aggregation and Reduced Order Models
par: Zappi, Piero, et autres
Publié: (2026)
par: Zappi, Piero, et autres
Publié: (2026)
A physics-informed neural network method for the approximation of slow invariant manifolds for the general class of stiff systems of ODEs
par: Patsatzis, Dimitrios G., et autres
Publié: (2024)
par: Patsatzis, Dimitrios G., et autres
Publié: (2024)
Stabilized POD Reduced Order Models for convection-dominated incompressible flows
par: Siena, Pierfrancesco, et autres
Publié: (2024)
par: Siena, Pierfrancesco, et autres
Publié: (2024)
Parametric Intrusive Reduced Order Models enhanced with Machine Learning Correction Terms
par: Ivagnes, Anna, et autres
Publié: (2024)
par: Ivagnes, Anna, et autres
Publié: (2024)
Introduction to the Combination of Reduced Order Models and Domain Decomposition: State of the Art and Perspectives
par: Ruan, Shenhui, et autres
Publié: (2026)
par: Ruan, Shenhui, et autres
Publié: (2026)
A Multi-Fidelity Parametric Framework for Reduced-Order Modeling using Optimal Transport-based Interpolation: Applications to Diffused-Interface Two-Phase Flows
par: Khamlich, Moaad, et autres
Publié: (2026)
par: Khamlich, Moaad, et autres
Publié: (2026)
Non-intrusive model reduction of advection-dominated hyperbolic problems using neural network shift augmented manifold transformation
par: Gowrachari, Harshith, et autres
Publié: (2024)
par: Gowrachari, Harshith, et autres
Publié: (2024)
Randomized Proper Orthogonal Decomposition for data-driven reduced order modeling of a two-layer quasi-geostrophic ocean model
par: Besabe, Lander, et autres
Publié: (2025)
par: Besabe, Lander, et autres
Publié: (2025)
Data-driven reduced order modeling of a two-layer quasi-geostrophic ocean model
par: Besabe, Lander, et autres
Publié: (2024)
par: Besabe, Lander, et autres
Publié: (2024)
Linear and nonlinear filtering for a two-layer quasi-geostrophic ocean model
par: Besabe, Lander, et autres
Publié: (2024)
par: Besabe, Lander, et autres
Publié: (2024)
A new data-driven energy-stable Evolve-Filter-Relax model for turbulent flow simulation
par: Ivagnes, Anna, et autres
Publié: (2025)
par: Ivagnes, Anna, et autres
Publié: (2025)
Data-driven Control of Agent-based Models: an Equation/Variable-free Machine Learning Approach
par: Patsatzis, Dimitrios G., et autres
Publié: (2022)
par: Patsatzis, Dimitrios G., et autres
Publié: (2022)
A hybrid reduced-order model for segregated fluid-structure interaction solvers in an ALE approach at high Reynolds number
par: Ngan, Valentin Nkana, et autres
Publié: (2024)
par: Ngan, Valentin Nkana, et autres
Publié: (2024)
Data-driven Optimization for the Evolve-Filter-Relax regularization of convection-dominated flows
par: Ivagnes, Anna, et autres
Publié: (2025)
par: Ivagnes, Anna, et autres
Publié: (2025)
RANDSMAPs: Random-Feature/multi-Scale Neural Decoders with Mass Preservation
par: Patsatzis, Dimitrios G., et autres
Publié: (2026)
par: Patsatzis, Dimitrios G., et autres
Publié: (2026)
A Deep-Learning Enhanced Gappy Proper Orthogonal Decomposition Method for Conjugate Heat Transfer Problem
par: Hajisharifi, Arash, et autres
Publié: (2025)
par: Hajisharifi, Arash, et autres
Publié: (2025)
Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning
par: Patsatzis, Dimitrios G., et autres
Publié: (2023)
par: Patsatzis, Dimitrios G., et autres
Publié: (2023)
Reservoir computing based predictive reduced order model for steel grade intermixing in an industrial continuous casting tundish
par: Gowrachari, Harshith, et autres
Publié: (2025)
par: Gowrachari, Harshith, et autres
Publié: (2025)
GoRINNs: Godunov-Riemann Informed Neural Networks for Learning Hyperbolic Conservation Laws
par: Patsatzis, Dimitrios G., et autres
Publié: (2024)
par: Patsatzis, Dimitrios G., et autres
Publié: (2024)
On bifurcations and traction forces on an obstacle in incompressible flow
par: Cach, Jakub, et autres
Publié: (2025)
par: Cach, Jakub, et autres
Publié: (2025)
A segregated reduced order model of a pressure-based solver for turbulent compressible flows
par: Zancanaro, Matteo, et autres
Publié: (2022)
par: Zancanaro, Matteo, et autres
Publié: (2022)
Enhancing the accuracy of under-resolved numerical simulations of atmospheric flows with super resolution
par: Sheidani, Armin, et autres
Publié: (2026)
par: Sheidani, Armin, et autres
Publié: (2026)
Adaptive mesh refinement for global stability analysis of transitional flows
par: Massaro, Daniele, et autres
Publié: (2023)
par: Massaro, Daniele, et autres
Publié: (2023)
A numerical method based on quasi-Lagrangian Voronoi cells for two-phase flows with large density contrast
par: Kincl, Ondřej, et autres
Publié: (2025)
par: Kincl, Ondřej, et autres
Publié: (2025)
Less can be more: Insights on the role of electrode microstructure in redox flow batteries from 2D direct numerical simulations
par: Dussi, Simone, et autres
Publié: (2022)
par: Dussi, Simone, et autres
Publié: (2022)
A new stabilized time-spectral finite element solver for fast simulation of blood flow
par: Esmaily, Mahdi, et autres
Publié: (2023)
par: Esmaily, Mahdi, et autres
Publié: (2023)
Parsimonious Physics-Informed Random Projection Neural Networks for Initial-Value Problems of ODEs and index-1 DAEs
par: Fabiani, Gianluca, et autres
Publié: (2022)
par: Fabiani, Gianluca, et autres
Publié: (2022)
An efficient implicit scheme for the multimaterial Euler equations in Lagrangian coordinates
par: Chiocchetti, Simone, et autres
Publié: (2026)
par: Chiocchetti, Simone, et autres
Publié: (2026)
Mixed material point method formulation, stabilization, and validation for a unified analysis of free-surface and seepage flow
par: Chandra, Bodhinanda, et autres
Publié: (2024)
par: Chandra, Bodhinanda, et autres
Publié: (2024)
Clean numerical simulation (CNS) of three-dimensional turbulent Kolmogorov flow
par: Qin, Shijie, et autres
Publié: (2025)
par: Qin, Shijie, et autres
Publié: (2025)
Explicit form of simplified Grad's 13 moments distribution function-based moment gas kinetic solver with unstructured meshes for the multiscale rarefied flow
par: Liu, W., et autres
Publié: (2024)
par: Liu, W., et autres
Publié: (2024)
Mathematical modelling and computational reduction of molten glass fluid flow in a furnace melting basin
par: Ballarin, Francesco, et autres
Publié: (2023)
par: Ballarin, Francesco, et autres
Publié: (2023)
Monolithic 3D numerical modeling of granular cargo movement on bulk carriers in waves
par: Düsterhöft-Wriggers, Wibke, et autres
Publié: (2024)
par: Düsterhöft-Wriggers, Wibke, et autres
Publié: (2024)
Asymptotically entropy-conservative and kinetic-energy preserving numerical fluxes for compressible Euler equations
par: De Michele, Carlo, et autres
Publié: (2023)
par: De Michele, Carlo, et autres
Publié: (2023)
A data-driven study on Implicit LES using a spectral difference method
par: Clinco, Nicola, et autres
Publié: (2024)
par: Clinco, Nicola, et autres
Publié: (2024)
A unified constraint formulation of immersed body techniques for coupled fluid-solid motion: continuous equations and numerical algorithms
par: Bhalla, Amneet Pal Singh, et autres
Publié: (2024)
par: Bhalla, Amneet Pal Singh, et autres
Publié: (2024)
New limiter regions for multidimensional flows
par: Woodfield, James, et autres
Publié: (2024)
par: Woodfield, James, et autres
Publié: (2024)
Documents similaires
-
Learning the Latent dynamics of Fluid flows from High-Fidelity Numerical Simulations using Parsimonious Diffusion Maps
par: Della Pia, Alessandro, et autres
Publié: (2024) -
PDE-Free Mass-Constrained Learning of Complex Systems with Hidden States
par: Viola, Gianmaria, et autres
Publié: (2025) -
On the choice of proper outlet boundary conditions for numerical simulation of cardiovascular flows
par: Mirzaiyan, Zahra, et autres
Publié: (2025) -
Efficient and Accurate Surrogate Modeling of Turbulent Flows via Space-Dependent Aggregation and Reduced Order Models
par: Zappi, Piero, et autres
Publié: (2026) -
A physics-informed neural network method for the approximation of slow invariant manifolds for the general class of stiff systems of ODEs
par: Patsatzis, Dimitrios G., et autres
Publié: (2024)