Latest Research in Turbulent Flow Neural Surrogates

Top Research Topics in Turbulent Flow Neural Surrogates

• Fluid Dynamics — 27 papers
• Machine Learning — 10 papers
• Fluid Dynamics and Turbulent Flows — 8 papers
• Model Reduction and Neural Networks — 5 papers
• Numerical Analysis — 3 papers
• Computational Physics — 2 papers
• Ultrasound and Cavitation Phenomena — 2 papers
• Oceanographic and Atmospheric Processes — 1 papers
• Rheology and Fluid Dynamics Studies — 1 papers
• Tropical and Extratropical Cyclones Research — 1 papers

Highest-Cited Papers

1. Shear-free, inhomogeneous turbulence in a stably stratified fluid. Part 2. A wave–turbulence decomposition
2. Radius-dependent looseness of the far-field Calderón–Zygmund bound in turbulent vortex stretching
3. Reynolds-averaged closure modelling of the energy equation for compressible wall turbulence based on the bold italic k minus bold italic omega k − ω $\boldsymbol{k-\omega}$ equations
4. Radius-dependent looseness of the far-field Calderón–Zygmund bound in turbulent vortex stretching
5. Study on the design, fabrication and drag reduction of ridge-type riblet surfaces based on the thin film buckling method
6. PosteriorBench: From Point Estimates to Posterior Matching in Evaluating Generative Inverse Solvers
7. How Does Distribution Shift Shape Pretraining Gains in Neural PDE Surrogates?
8. Helicity controls the direction of fluxes in rotating turbulence
9. Comparison of generative learning methods as turbulence surrogates
10. A derivative-free framework for capturing macroscopic behavior of incompressible turbulent flows
11. Causal analysis of inner and outer motions in near-wall turbulence
12. Geometric Vorticity Control ver.3 with Supplementary Material ver.2
13. Invariance‐Embedded Machine Learning Models for Sub‐Grid Scale Stress in Meso‐Scale Hurricane Boundary Layer Flows: Basic Model and A priori Assessment
14. Deep Koopman Sensing
15. Bayesian neural network correction of RANS turbulence models with uncertainty quantification in separated flows
16. Physics-Guided Conditional Flow Matching with Energy Regularization for Robust PDE Inverse Problems
17. Mesh-based Super-resolution of Multiscale Detonation Flows with Graph Transformers
18. A Comprehensive Analysis of the Relation between Intermittency and Dissipation in Non-Homogeneous Turbulent Flows
19. Task-preserving neural segmentation of overlapping shocks and vortex cores in compressible flows
20. Attention Is All You Need (to Avoid Spurious Oscillations)

Sub-Regions

• Ultrasound and Cavitation Phenomena — 21 papers
• Fluid Dynamics — 18 papers
• Advanced Numerical Methods in Computational Mathematics — 15 papers
• Fluid Dynamics and Turbulent Flows — 11 papers
• Machine Learning — 9 papers
• Model Reduction and Neural Networks — 4 papers