Cover Image

Concerning the Use of Turbulent Flow Data for Machine Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sardar, Mohammed, Zimoń, Małgorzata J., Draycott, Samuel, Revell, Alistair, Skillen, Alex
Format:	Preprint
Published:	2024
Subjects:	Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning Temporally Consistent Turbulence Between Sparse Snapshots via Diffusion Models
by: Sardar, Mohammed, et al.
Published: (2025)

Spectrally Decomposed Diffusion Models for Generative Turbulence Recovery
by: Sardar, Mohammed, et al.
Published: (2023)

Reducing data resolution for better super-resolution: Reconstructing turbulent flows from noisy observation
by: Yeo, Kyongmin, et al.
Published: (2024)

Realizability-Constrained Machine Learning for Turbulence Closures in Wake Flows
by: Ansari, Talib, et al.
Published: (2026)

A Divide-and-Conquer Machine Learning Approach for Modelling Turbulent Flows
by: Man, Anthony, et al.
Published: (2024)

Unstable magnetic reconnection self-generates turbulence
by: Williams, Nick, et al.
Published: (2026)

Turbulence-Resolving Integral Simulations for Wall-Bounded Flows
by: Ragan, Tanner, et al.
Published: (2025)

Non-Unique Machine Learning Mapping in Data-Driven Reynolds Averaged Turbulence Models
by: Man, Anthony, et al.
Published: (2023)

Turbulence closure in the light of phase transition
by: Azim, Mohammed A.
Published: (2021)

Machine-learning-assisted Blending of Data-Driven Turbulence Models
by: Oulghelou, Mourad, et al.
Published: (2024)

Dynamics of a Data-Driven Low-Dimensional Model of Turbulent Minimal Pipe Flow
by: Constante-Amores, C. Ricardo, et al.
Published: (2024)

Acceleration is the Key to Drag Reduction in Turbulent Flow
by: Ding, Liuyang, et al.
Published: (2023)

The influence of spectral bandwidth and shape on deep-water wave breaking onset
by: McAllister, M. L., et al.
Published: (2023)

Generalized Scaling of the Turbulence Structure in Wall-Bounded Flows
by: Lee, T. -W., et al.
Published: (2024)

Data-driven Turbulence Modeling for Separated Flows Considering Non-Local Effect
by: Wu, Chenyu, et al.
Published: (2025)

Data-driven Augmentation of a Turbulence Model in Three-dimensional Separated Flows
by: Wu, Chenyu, et al.
Published: (2025)

Turbulent Pipe Flow of Thixotropic Fluids
by: Yousuf, Noman, et al.
Published: (2025)

On Deep-Learning-Based Closures for Algebraic Surrogate Models of Turbulent Flows
by: Eiximeno, Benet, et al.
Published: (2024)

Emergence of Purely Elasto-Plastic Turbulence in Shear Flows
by: Abdullah, Muhammad, et al.
Published: (2026)

Dynamics of jet formation and collapse for axisymmetric surface gravity waves: coupled 3D potential flow and SPH simulations
by: Kanehira, Taiga, et al.
Published: (2025)

Physics Based & Machine Learning Methods For Uncertainty Estimation In Turbulence Modeling
by: Chu, Minghan
Published: (2024)

Interface Fluctuations in a Turbulent Binary Fluid using Data-Driven Methods
by: Khiangte, Samuel Z, et al.
Published: (2026)

Improved Analytical Solution for Turbulent Flow in Channel and Circular Pipe
by: Fedoseyev, Alex
Published: (2025)

A Deep Learning Approach For Epistemic Uncertainty Quantification Of Turbulent Flow Simulations
by: Chu, Minghan, et al.
Published: (2024)

A Unified Spectrum for Turbulence in Microfluidic Flow
by: Kuan, Chit Yau, et al.
Published: (2025)

Flow-Induced Vibration of Flexible Hydrofoil Within Cavitating Turbulent Flow
by: Cheng, Zhi, et al.
Published: (2024)

Laminar and Turbulent Flow in Wavy Pipes under Strong Wall Modulations
by: Mellas, Ismail El, et al.
Published: (2025)

Analytical Kink-Type Solutions and Streak Formation in Turbulent Channel Flow
by: Fedoseyev, Alex
Published: (2026)

The Role of Vortex Stretching in Drag Reduction of Polymer-Laden Turbulent Flow
by: Bos, Wouter J. T., et al.
Published: (2025)

Multi-Particle Dispersion in Rotating-Stratified Turbulent Flows
by: Gallon, Sebastian, et al.
Published: (2024)

The Structure of Turbulence in Pulsatile Flow over Urban Canopies
by: Li, Weiyi, et al.
Published: (2023)

Effect of Expansion Geometry on Turbulence in Axisymmetric Pipe Flows
by: Jose, Jibu Tom, et al.
Published: (2025)

Optimized Flow Control based on Automatic Differentiation in Compressible Turbulent Channel Flows
by: Wang, Wenkang, et al.
Published: (2024)

Wave-Particle Turbulence Simulation of Spatially Developing Round Jets: Turbulent Flow Modeling and Method Validation
by: Yang, Xiaojian, et al.
Published: (2025)

Turbulence Closure in RANS and Flow Inference around a Cylinder using PINNs and Sparse Experimental Data
by: Zhang, Z., et al.
Published: (2025)

Toward Meshless Turbulent Flow Simulation: LES-Integrated Vortex Particle Method
by: Martins, Flavio A. C., et al.
Published: (2026)

Active Flow Control for Bluff Body under High Reynolds Number Turbulent Flow Conditions Using Deep Reinforcement Learning
by: Chen, Jingbo, 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)

Spatial Distribution of Inertial Particles in Turbulent Taylor-Couette Flow
by: Jiang, Hao, et al.
Published: (2024)

Adaptive Dissipation in the Smagorinsky Model for Turbulence in Boundary-Driven Flows
by: Santos, Rômulo Damasclin Chaves dos, et al.
Published: (2024)