Physics-Based Machine Learning Closures and Wall Models for Hypersonic Transition-Continuum Boundary Layer Predictions
Fuente:
arXiv
Saved in:
| Main Authors: | Nair, Ashish S., Singh, Narendra, Panesi, Marco, Sirignano, Justin, MacArt, Jonathan F. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Deep Learning-based Algebraic Reynolds Stress Closures for RANS Simulations of Turbulent Flows
by: Dehtyriov, Daniel, et al.
Published: (2026)
by: Dehtyriov, Daniel, et al.
Published: (2026)
Optimization of Second-Order Transport Models for Transition-Continuum Flows
by: Kryger, Mikolaj, et al.
Published: (2024)
by: Kryger, Mikolaj, et al.
Published: (2024)
Online Optimisation of Machine Learning Collision Models to Accelerate Direct Molecular Simulation of Rarefied Gas Flows
by: Ball, Nicholas Daultry, et al.
Published: (2024)
by: Ball, Nicholas Daultry, et al.
Published: (2024)
oRANS: Online optimisation of RANS machine learning models with embedded DNS data generation
by: Dehtyriov, Daniel, et al.
Published: (2025)
by: Dehtyriov, Daniel, et al.
Published: (2025)
OGF: An Online Gradient Flow Method for Optimizing the Statistical Steady-State Time Averages of Unsteady Turbulent Flows
by: Hickling, Tom, et al.
Published: (2025)
by: Hickling, Tom, et al.
Published: (2025)
Understanding Latent Timescales in Neural Ordinary Differential Equation Models for Advection-Dominated Dynamical Systems
by: Nair, Ashish S., et al.
Published: (2024)
by: Nair, Ashish S., et al.
Published: (2024)
Neural network-augmented eddy viscosity closures for turbulent premixed jet flames
by: Kakka, Priyesh, et al.
Published: (2025)
by: Kakka, Priyesh, et al.
Published: (2025)
Centralized Gradient-Based Reconstruction for Wall Modelled Large Eddy Simulations of Hypersonic Boundary Layer Transition
by: Hoffmann, Natan, et al.
Published: (2024)
by: Hoffmann, Natan, et al.
Published: (2024)
Multi-Group Maximum Entropy Method: Modeling Translational Non-Equilibrium
by: Chang, Anthony, et al.
Published: (2024)
by: Chang, Anthony, et al.
Published: (2024)
Active Control of Turbulent Airfoil Flows Using Adjoint-based Deep Learning
by: Liu, Xuemin, et al.
Published: (2025)
by: Liu, Xuemin, et al.
Published: (2025)
Data-Driven Turbulence Modeling Approach for Cold-Wall Hypersonic Boundary Layers
by: Zafar, Muhammad I., et al.
Published: (2024)
by: Zafar, Muhammad I., et al.
Published: (2024)
Hypersonic Boundary Layer Transition and Heat Loading
by: Peyvan, Ahmad, et al.
Published: (2024)
by: Peyvan, Ahmad, et al.
Published: (2024)
Predictive Compressibility Transformation for Hypersonic Turbulent Boundary Layers with Cold Walls
by: Danis, Engin
Published: (2025)
by: Danis, Engin
Published: (2025)
Numerical Investigation of Radiative Transfers Interactions with Material Ablative Response for Hypersonic Atmospheric Entry
by: Maout, Vincent Le, et al.
Published: (2024)
by: Maout, Vincent Le, et al.
Published: (2024)
Dynamic mixed turbulence modeling using a super-resolution generative adversarial approach
by: Nista, Ludovico, et al.
Published: (2025)
by: Nista, Ludovico, et al.
Published: (2025)
A Molecular Gas Dynamics Study of Hypersonic Boundary Layer Second Mack Mode Instabilities
by: Senkardesler, Mert, et al.
Published: (2025)
by: Senkardesler, Mert, et al.
Published: (2025)
Influence of adversarial training on super-resolution turbulence reconstruction
by: Nista, Ludovico, et al.
Published: (2023)
by: Nista, Ludovico, et al.
Published: (2023)
Signature of Pressure Gradient History on Wall Shear Stress in Turbulent Boundary Layers
by: Mattei, Marco, et al.
Published: (2025)
by: Mattei, Marco, et al.
Published: (2025)
ZipGAN: Super-Resolution-based Generative Adversarial Network Framework for Data Compression of Direct Numerical Simulations
by: Nista, Ludovico, et al.
Published: (2024)
by: Nista, Ludovico, et al.
Published: (2024)
A TVD neural network closure and application to turbulent combustion
by: Suh, Seung Won, et al.
Published: (2024)
by: Suh, Seung Won, et al.
Published: (2024)
Sampling-based Distributed Training with Message Passing Neural Network
by: Kakka, Priyesh, et al.
Published: (2024)
by: Kakka, Priyesh, et al.
Published: (2024)
An Alternative Scaling for Roughness Transitions in Turbulent Flows: The Role of the Internal Boundary Layer
by: Cooke, Justin P., et al.
Published: (2024)
by: Cooke, Justin P., et al.
Published: (2024)
Generalized Formulation to Predict Rossiter Modes for Subsonic to Hypersonic Flow
by: Redding, Jeremy P., et al.
Published: (2026)
by: Redding, Jeremy P., et al.
Published: (2026)
Artificial Neural Networks and Guided Gene Expression Programming to Predict Wall Pressure Spectra Beneath Turbulent Boundary Layers
by: Kurhade, Nachiketa Narayan, et al.
Published: (2023)
by: Kurhade, Nachiketa Narayan, et al.
Published: (2023)
Pressure-Induced Separation of a Laminar Boundary Layer over a Partially-Slip Wall
by: Cooper, Benjamin Kellum, et al.
Published: (2024)
by: Cooper, Benjamin Kellum, et al.
Published: (2024)
Generative Reconstruction of Spatiotemporal Wall-Pressure in Turbulent Boundary Layers via Patchwise Latent Diffusion
by: Fan, Xiantao, et al.
Published: (2025)
by: Fan, Xiantao, et al.
Published: (2025)
Surrogate Modeling of Urban Boundary-Layer Flow
by: Hora, Gurpreet S., et al.
Published: (2023)
by: Hora, Gurpreet S., et al.
Published: (2023)
Turbulent Boundary Layer Height Scales in Hurricanes
by: Sathia, Kishore Ram, et al.
Published: (2026)
by: Sathia, Kishore Ram, et al.
Published: (2026)
Extraction of Moment Closures for Strongly Non-Equilibrium Flows via Machine Learning
by: Song, Hang, et al.
Published: (2025)
by: Song, Hang, et al.
Published: (2025)
Fusion of Simulation and Experiment Data for Hypersonic Flow Field Prediction via Pre-Training and Fine-Tuning
by: Jia, Yuan, et al.
Published: (2025)
by: Jia, Yuan, et al.
Published: (2025)
Application of Metric-Based Mesh Adaptation to Hypersonic Aerothermal Simulations Using US3D
by: Ekelschot, Dirk
Published: (2026)
by: Ekelschot, Dirk
Published: (2026)
Loss of Axial Symmetry in Hypersonic Flows over Conical Shapes
by: Karpuzcu, Irmak T., et al.
Published: (2024)
by: Karpuzcu, Irmak T., et al.
Published: (2024)
Boundary Layer Transition as Succession of Temporal and Spatial Symmetry Breaking
by: Lin, Cong, et al.
Published: (2025)
by: Lin, Cong, et al.
Published: (2025)
Computational Investigation of Roughness Effects on Boundary Layer Transition for Stetson's Blunt Cone at Mach 6
by: Rodriguez, Arturo, et al.
Published: (2024)
by: Rodriguez, Arturo, et al.
Published: (2024)
Numerical analysis of three-dimensional magnetohydrodynamic effects in an inductively coupled plasma wind tunnel
by: Kumar, Sanjeev, et al.
Published: (2025)
by: Kumar, Sanjeev, et al.
Published: (2025)
Hypersonic Flow Control: Generalized Deep Reinforcement Learning for Hypersonic Intake Unstart Control under Uncertainty
by: Mondal, Trishit, et al.
Published: (2026)
by: Mondal, Trishit, et al.
Published: (2026)
An AMReX-based Compressible Reacting Flow Solver for High-speed Reacting Flows relevant to Hypersonic Propulsion
by: Sharma, Shivank, et al.
Published: (2024)
by: Sharma, Shivank, et al.
Published: (2024)
Learning 3D Hypersonic Flow with Physics-Enhanced Neural Fields: A Case Study on the Orion Reentry Capsule
by: Borde, Haitz Sáez de Ocáriz, et al.
Published: (2026)
by: Borde, Haitz Sáez de Ocáriz, et al.
Published: (2026)
Improved Stability-Based Transition Transport Model for Airships Incorporating Wall Heating Effects
by: Shi, Yayun, et al.
Published: (2026)
by: Shi, Yayun, et al.
Published: (2026)
Physics-Informed Priors with Application to Boundary Layer Velocity
by: Menicali, Luca, et al.
Published: (2023)
by: Menicali, Luca, et al.
Published: (2023)
Similar Items
-
Deep Learning-based Algebraic Reynolds Stress Closures for RANS Simulations of Turbulent Flows
by: Dehtyriov, Daniel, et al.
Published: (2026) -
Optimization of Second-Order Transport Models for Transition-Continuum Flows
by: Kryger, Mikolaj, et al.
Published: (2024) -
Online Optimisation of Machine Learning Collision Models to Accelerate Direct Molecular Simulation of Rarefied Gas Flows
by: Ball, Nicholas Daultry, et al.
Published: (2024) -
oRANS: Online optimisation of RANS machine learning models with embedded DNS data generation
by: Dehtyriov, Daniel, et al.
Published: (2025) -
OGF: An Online Gradient Flow Method for Optimizing the Statistical Steady-State Time Averages of Unsteady Turbulent Flows
by: Hickling, Tom, et al.
Published: (2025)