Cover Image

Reduction of Outflow Boundary Influence on Aerodynamic Performance using Neural Networks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bedrunka, Mario Christopher, Reith, Dirk, Foysi, Holger, Łaniewski-Wołłk, Łukasz, Mitchell, Travis
Format:	Preprint
Published:	2025
Subjects:	Computational Physics Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Supersonic Shear and Wall-Bounded Flows With Body-Fitted Meshes Using the Semi-Lagrangian Lattice Boltzmann Method: Boundary Schemes and Applications
by: Spelten, Philipp, et al.
Published: (2024)

Proppant transport at the intersection of coal cleats and hydraulic fractures
by: Di Vaira, Nathan J., et al.
Published: (2024)

Machine Learning Enhanced Collision Operator for the Lattice Boltzmann Method Based on Invariant Networks
by: Bedrunka, Mario Christopher, et al.
Published: (2024)

Aerodynamic Influence Over Leading and Pursuing Motorcycles Equipped With Downforce-Generation Wings
by: Pimenta, Braulio Gutierrez, et al.
Published: (2024)

Tradeoffs in Biconic Intake Aerodynamic Design Optimization with Sub-optimal Oswatitsch Solutions
by: Sandhu, J. P. S., et al.
Published: (2025)

Physics-Informed Neural Networks with Complementary Soft and Hard Constraints for Solving Complex Boundary Navier-Stokes Equations
by: Zhou, Chuyu, et al.
Published: (2024)

Solving Navier-Stokes Equations Using Data-free Physics-Informed Neural Networks With Hard Boundary Conditions
by: Pal, Ritik, et al.
Published: (2025)

Nonlinear Unsteady Vortex-Lattice Vortex-Particle Method with Adaptive Wake Conversion for Rotorcraft Aerodynamics
by: Fu, Jinbin, et al.
Published: (2025)

Coupled Aerodynamic-Electromagnetic Modeling for RCS Estimation of Million-Scale Chaff Clouds with Arbitrarily Curved 3D Geometries
by: Lee, Chung Hyun, et al.
Published: (2025)

Immersed Boundary Projection Method for Navier Slip Boundaries
by: Fujii, Takehiro, et al.
Published: (2025)

Boundary layer stability analysis using the nonlinear One-Way Navier-Stokes approach
by: Sleeman, Michael K., et al.
Published: (2024)

An Efficient and Accurate Surrogate Modeling of Flapping Dynamics in Inverted Elastic Foils using Hypergraph Neural Networks
by: Parekh, Aarshana R., et al.
Published: (2025)

Investigation of Numerical Diffusion in Aerodynamic Flow Simulations with Physics Informed Neural Networks
by: Warey, Alok, et al.
Published: (2021)

Aerodynamic Significance of Mass Distribution on Samara Descent
by: Hou, Zhao-Bang, et al.
Published: (2024)

Physics Informed Neural Networks for Free Shear Flows
by: Raghu, Siddharth, et al.
Published: (2024)

Hypersonic Boundary Layer Transition and Heat Loading
by: Peyvan, Ahmad, et al.
Published: (2024)

Benchmarking the Immersed Boundary Method for Viscoelastic Flows
by: Gruninger, Cole, et al.
Published: (2023)

Physics-Informed Neural Networks for Parametric Compressible Euler Equations
by: Wassing, Simon, et al.
Published: (2023)

Neural Network for Subgrid Turbulence Modeling for Large Eddy Simulations
by: Vital, Eduardo, et al.
Published: (2025)

Parameterizing Vertical Mixing Coefficients in the Ocean Surface Boundary Layer using Neural Networks
by: Sane, Aakash, et al.
Published: (2023)

Boundary Layer Transition as Succession of Temporal and Spatial Symmetry Breaking
by: Lin, Cong, et al.
Published: (2025)

Physics-Informed Neural Networks for microflows: Rarefied Gas Dynamics in Cylinder Arrays
by: Tucny, Jean-Michel, et al.
Published: (2025)

Data-Driven Surrogate Modeling of DSMC Solutions Using Deep Neural Networks
by: Roohi, Ehsan, et al.
Published: (2025)

Numerical and Experimental Evaluation of Chip Evacuation and Lubricant Flow using Optimized Drill Heads for Ejector Deep Hole Drilling
by: Rupasinghe, Nuwan, et al.
Published: (2025)

Lattice Boltzmann Boundary Conditions for Flow, Convection-Diffusion and MHD Simulations
by: Li, Jun, et al.
Published: (2025)

Unified Gas-Kinetic Scheme for Unsteady Multiscale Flows with Moving Boundaries
by: Zhang, Yue, et al.
Published: (2026)

Versatile SPH Open Boundary Conditions for Multiphase Flows in Extreme Condition
by: Zhan, Zi-Yang, et al.
Published: (2025)

Predicting Flow-Induced Vibration in Isolated and Tandem Cylinders Using Hypergraph Neural Networks
by: Heydari, Shayan, et al.
Published: (2025)

Boundary layer flow dynamics of propulsive flapping foils with increasing Reynolds numbers
by: Zurman-Nasution, Andhini N., et al.
Published: (2025)

A Corrected Open Boundary Framework for Lattice Boltzmann Immiscible Pseudopotential Models
by: Chen, Yizhong, et al.
Published: (2025)

Hybrid Quantum Physics-informed Neural Network: Towards Efficient Learning of High-speed Flows
by: Leong, Fong Yew, et al.
Published: (2025)

Physics Informed Neural Network-based Computational Method for Accelerating Time-Periodic Unsteady CFD Simulations
by: Chaplot, Lakshya, et al.
Published: (2026)

Minimizing Nature's Cost: Exploring Data-Free Physics-Informed Neural Network Solvers for Fluid Mechanics Applications
by: Elmaradny, Abdelrahman, et al.
Published: (2024)

A GPU-Accelerated Sharp Interface Immersed Boundary Solver for Large Scale Flow Simulations
by: Kumar, Sushrut, et al.
Published: (2025)

A Physics-Informed Machine Learning Framework for Solid Boundary Treatment in Meshfree Particle Methods
by: Mehranfar, Nariman, et al.
Published: (2025)

A Hybrid Immersed-Boundary/Front-Tracking Method for Interface-Resolved Simulation of Droplet Evaporation
by: Salimnezhad, Faraz, et al.
Published: (2024)

PINNfluence: Influence Functions for Physics-Informed Neural Networks
by: Naujoks, Jonas R., et al.
Published: (2024)

Sparse Müntz--Szász Recovery for Boundary-Anchored Velocity Profiles: A Short-Record Roughness Diagnostic in Turbulence
by: Eng, D Yang
Published: (2026)

Generalized Treatment of Energy Accommodation in Gas-Surface Interactions for Satellite Aerodynamics Applications
by: Tuttas, Friedrich, et al.
Published: (2024)

Feature-Guided Sampling Strategy for Adaptive Model Order Reduction of Convection-Dominated Problems
by: Mohaghegh, Ali, et al.
Published: (2025)