Multiscale Graph Neural Network for Turbulent Flow-Thermal Prediction Around a Complex-Shaped Pin-Fin
Fuente:
arXiv
Saved in:
| Main Authors: | Raut, Riddhiman, Mihalko, Evan M., Basak, Amrita |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Variational Multiscale Evolve and Filter Strategies for Convection-Dominated Flows
by: Strazzullo, Maria, et al.
Published: (2024)
by: Strazzullo, Maria, et al.
Published: (2024)
Geometry-aware PINNs for Turbulent Flow Prediction
by: Ghosh, Shinjan, et al.
Published: (2024)
by: Ghosh, Shinjan, et al.
Published: (2024)
Multi-Condition Digital Twin Calibration for Axial Piston Pumps : Compound Fault Simulation
by: Dong, Chang, et al.
Published: (2026)
by: Dong, Chang, et al.
Published: (2026)
Efficient and Accurate Surrogate Modeling of Turbulent Flows via Space-Dependent Aggregation and Reduced Order Models
by: Zappi, Piero, et al.
Published: (2026)
by: Zappi, Piero, et al.
Published: (2026)
A Shifted Boundary Method for Thermal Flows
by: Yang, Cheng-Hau, et al.
Published: (2024)
by: Yang, Cheng-Hau, et al.
Published: (2024)
Enhancing Arterial Blood Flow Simulations through Physics-Informed Neural Networks
by: Bhargava, Shivam, et al.
Published: (2024)
by: Bhargava, Shivam, et al.
Published: (2024)
Generalization capabilities of MeshGraphNets to unseen geometries for fluid dynamics
by: Schmöcker, Robin, et al.
Published: (2024)
by: Schmöcker, Robin, et al.
Published: (2024)
A Meshless Solver for Blood Flow Simulations in Elastic Vessels Using Physics-Informed Neural Network
by: Zhang, Han, et al.
Published: (2023)
by: Zhang, Han, et al.
Published: (2023)
A Mixture of Experts Gating Network for Enhanced Surrogate Modeling in External Aerodynamics
by: Nabian, Mohammad Amin, et al.
Published: (2025)
by: Nabian, Mohammad Amin, et al.
Published: (2025)
Asymptotic-Preserving Neural Networks for Viscoelastic Parameter Identification in Multiscale Blood Flow Modeling
by: Bertaglia, Giulia, et al.
Published: (2026)
by: Bertaglia, Giulia, et al.
Published: (2026)
Energy-Conserving Neural Network for Turbulence Closure Modeling
by: van Gastelen, Toby, et al.
Published: (2023)
by: van Gastelen, Toby, et al.
Published: (2023)
Two-dimensional Gauss--Jacobi Quadrature for Multiscale Boltzmann Solvers
by: Dong, Shanshan, et al.
Published: (2025)
by: Dong, Shanshan, et al.
Published: (2025)
High-Order Dynamic Integration Method (HODIM) for Modeling Turbulent Fluid Dynamics
by: Santos, Rômulo Damasclin Chaves dos, et al.
Published: (2024)
by: Santos, Rômulo Damasclin Chaves dos, et al.
Published: (2024)
Discontinuity Computing using Physics-Informed Neural Network
by: Liu, Li, et al.
Published: (2022)
by: Liu, Li, et al.
Published: (2022)
Multiscale Modeling Framework using Element-based Galerkin Methods for Moist Atmospheric Limited-Area Simulations
by: Kang, Soonpil, et al.
Published: (2024)
by: Kang, Soonpil, et al.
Published: (2024)
FIGNN: Feature-Specific Interpretability for Graph Neural Network Surrogate Models
by: Raut, Riddhiman, et al.
Published: (2025)
by: Raut, Riddhiman, et al.
Published: (2025)
A Semi-Implicit Variational Multiscale Formulation for the Incompressible Navier-Stokes Equations via Exact Adjoint Linearization
by: Khara, Biswajit, et al.
Published: (2025)
by: Khara, Biswajit, et al.
Published: (2025)
EddyFormer: Accelerated Neural Simulations of Three-Dimensional Turbulence at Scale
by: Du, Yiheng, et al.
Published: (2025)
by: Du, Yiheng, et al.
Published: (2025)
Improving the Vector Basis Neural Network for RANS Equations Using Separate Trainings
by: Oberto, Davide
Published: (2024)
by: Oberto, Davide
Published: (2024)
Decoupled Divergence-Free Neural Networks Basis Method for Incompressible Fluid Problems
by: Cheng, Jinbao, et al.
Published: (2026)
by: Cheng, Jinbao, et al.
Published: (2026)
Flexible SE(2) graph neural networks with applications to PDE surrogates
by: Bånkestad, Maria, et al.
Published: (2024)
by: Bånkestad, Maria, et al.
Published: (2024)
Deep FBSDE Neural Networks for Solving Incompressible Navier-Stokes Equation and Cahn-Hilliard Equation
by: Deng, Yangtao, et al.
Published: (2024)
by: Deng, Yangtao, et al.
Published: (2024)
Characteristic Bending in Incompressible Flows
by: Blomquist, Matthew, et al.
Published: (2025)
by: Blomquist, Matthew, et al.
Published: (2025)
Adaptively Implicit Advection for Atmospheric Flows
by: Weller, Hilary, et al.
Published: (2024)
by: Weller, Hilary, et al.
Published: (2024)
Preconditioned FEM-based Neural Networks for Solving Incompressible Fluid Flows and Related Inverse Problems
by: Griese, Franziska, et al.
Published: (2024)
by: Griese, Franziska, et al.
Published: (2024)
Comparative Analysis of the Flow in a Realistic Human Airway
by: Rüttgers, Mario, et al.
Published: (2025)
by: Rüttgers, Mario, et al.
Published: (2025)
Learning Mesh-Free Discrete Differential Operators with Self-Supervised Graph Neural Networks
by: Starepravo, Lucas Gerken, et al.
Published: (2026)
by: Starepravo, Lucas Gerken, et al.
Published: (2026)
Cross-Model Verification of Wall-Bounded Flows using Finite-JAX
by: Rodriguez, Arturo, et al.
Published: (2025)
by: Rodriguez, Arturo, et al.
Published: (2025)
Semi-Implicit Lagrangian Voronoi Approximation for Compressible Viscous Fluid Flows
by: Kincl, Ondřej, et al.
Published: (2024)
by: Kincl, Ondřej, et al.
Published: (2024)
An Asymptotic-Preserving Dual Formulation Finite-Volume Method for the Thermal Rotating Shallow Water Equations
by: Chertock, Alina, et al.
Published: (2026)
by: Chertock, Alina, et al.
Published: (2026)
Computational Assessment of Turbulent Eddy Impact on Hydrodynamic Mixing in a Stirred Tank Bioreactor with Vent based Impellers
by: Oyejide, Ayodele James, et al.
Published: (2024)
by: Oyejide, Ayodele James, et al.
Published: (2024)
PDE-Free Mass-Constrained Learning of Complex Systems with Hidden States
by: Viola, Gianmaria, et al.
Published: (2025)
by: Viola, Gianmaria, et al.
Published: (2025)
A Vortex Damping Outflow Forcing for Multiphase Flows with Sharp Interfacial Jumps
by: Dhruv, Akash
Published: (2023)
by: Dhruv, Akash
Published: (2023)
A Lattice Boltzmann Method for Non-Newtonian Blood Flow in Coiled Intracranial Aneurysms
by: Horvat, Medeea, et al.
Published: (2024)
by: Horvat, Medeea, et al.
Published: (2024)
Effects of Transverse Force on Dusty Fluid Flow over a Linear Stretching Sheet
by: Kanungo, Subhrajit, et al.
Published: (2025)
by: Kanungo, Subhrajit, et al.
Published: (2025)
The Moving Discontinuous Galerkin Method with Interface Condition Enforcement for the Simulation of Hypersonic, Viscous Flows
by: Ching, Eric J., et al.
Published: (2023)
by: Ching, Eric J., et al.
Published: (2023)
Explaining the Lack of Mesh Convergence of Inviscid Adjoint Solutions Near Solid Walls for Subcritical Flows
by: Lozano, Carlos, et al.
Published: (2024)
by: Lozano, Carlos, et al.
Published: (2024)
Multiscale Physics-Informed Neural Network for Complex Fluid Flows with Long-Range Dependencies
by: Kumar, Prashant, et al.
Published: (2026)
by: Kumar, Prashant, et al.
Published: (2026)
Bridging Large Eddy Simulation and Reduced Order Modeling of Convection-Dominated Flows through Spatial Filtering: Review and Perspectives
by: Quaini, Annalisa, et al.
Published: (2024)
by: Quaini, Annalisa, et al.
Published: (2024)
Mixed Convection and Entropy Generation Analysis of Carbon Nanotube-Water Nanofluid in a Square Cavity with Cylinders and Flow Deflectors
by: Ahmed, Hashnayne, et al.
Published: (2024)
by: Ahmed, Hashnayne, et al.
Published: (2024)
Similar Items
-
Variational Multiscale Evolve and Filter Strategies for Convection-Dominated Flows
by: Strazzullo, Maria, et al.
Published: (2024) -
Geometry-aware PINNs for Turbulent Flow Prediction
by: Ghosh, Shinjan, et al.
Published: (2024) -
Multi-Condition Digital Twin Calibration for Axial Piston Pumps : Compound Fault Simulation
by: Dong, Chang, et al.
Published: (2026) -
Efficient and Accurate Surrogate Modeling of Turbulent Flows via Space-Dependent Aggregation and Reduced Order Models
by: Zappi, Piero, et al.
Published: (2026) -
A Shifted Boundary Method for Thermal Flows
by: Yang, Cheng-Hau, et al.
Published: (2024)